dts | A Keras library for multi-step time-series forecasting | Predictive Analytics library

 by   albertogaspar Python Version: Current License: MIT

kandi X-RAY | dts Summary

kandi X-RAY | dts Summary

dts is a Python library typically used in Analytics, Predictive Analytics, Deep Learning, Tensorflow, Keras, Neural Network applications. dts has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has high support. You can download it from GitHub.

DTS is a Keras library that provides multiple deep architectures aimed at multi-step time-series forecasting. The Sacred library is used to keep track of different experiments and allow their reproducibility.
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            kandi-support Support

              dts has a highly active ecosystem.
              It has 157 star(s) with 40 fork(s). There are 8 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 5 open issues and 1 have been closed. On average issues are closed in 2 days. There are no pull requests.
              OutlinedDot
              It has a negative sentiment in the developer community.
              The latest version of dts is current.

            kandi-Quality Quality

              dts has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              dts 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

              dts releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              It has 2627 lines of code, 126 functions and 28 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed dts and discovered the below as its top functions. This is intended to give you an instant insight into dts implemented functionality, and help decide if they suit your requirements.
            • Build the model
            • Build the decoder
            • Create the encoder
            • Format encoder states
            • Get inputs for seq2seq2seq
            • Get RNN inputs
            • Calculate the convolutional layer
            • A wavenet residual block
            • Run grid search
            • Run a single experiment
            • Predict recursively
            • Predict on inputs
            • Save data to file
            • Build filenames
            • Parse command line arguments
            • Writes the results to a file
            • Load prebuilt data files
            • Evaluate trend
            • Call TCN residual block
            • Plot data
            • Builds the prediction model
            • Main function decorator
            • Evaluate the model
            • Compute RNN inputs for RNN
            • Build the RNN model
            • Builds the model
            Get all kandi verified functions for this library.

            dts Key Features

            No Key Features are available at this moment for dts.

            dts Examples and Code Snippets

            Print a message to the console .
            pythondot img1Lines of Code : 25dot img1License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def _toast(self, message, color=None, line_index=None):
                """Display a one-line message on the screen.
            
                By default, the toast is displayed in the line right above the scroll bar.
                But the line location can be overridden with the line_index a  
            Sets the messages on the console .
            javadot img2Lines of Code : 10dot img2License : Non-SPDX
            copy iconCopy
            public static void execute() {
            
                /* Send logs on file system */
                fileLoggerModule.printString(MESSAGE);
                fileLoggerModule.printErrorString(ERROR);
            
                /* Send logs on console */
                consoleLoggerModule.printString(MESSAGE);
                consoleLogge  
            Prepare the console .
            javadot img3Lines of Code : 6dot img3License : Non-SPDX
            copy iconCopy
            public static void prepare() throws FileNotFoundException {
            
                /* Create new singleton objects and prepare their modules */
                fileLoggerModule = FileLoggerModule.getSingleton().prepare();
                consoleLoggerModule = ConsoleLoggerModule.getSingleton  

            Community Discussions

            QUESTION

            how to know plot type from fig.data()?
            Asked 2022-Apr-11 at 17:24

            I am using subplots, the first subplot is heatmap, and the second subplot is line plot. after plotting, how do I know its plot type ( heatmap or line plot)? I am using fig.data to refer to its data, is it possible to get the plot type from fig.data()? Thanks for your help.

            here is my code:

            ...

            ANSWER

            Answered 2022-Apr-11 at 17:24

            Yes, you are pretty close. You can check the type of each trace in fig.data by accessing the .type attribute, which would look like this if you use a loop:

            Source https://stackoverflow.com/questions/71831733

            QUESTION

            Reading file would overwrite reserved memory. Failed to load 'hello_world.bin
            Asked 2022-Apr-01 at 19:14

            I have imx7d-pico with Carrier board. This tiny computer was used a lot for Android Things. PDF (datasheet) easily found.

            I stay (during the last two weeks) trying this tutorial: https://github.com/TechNexion/freertos-tn/tree/freertos_1.0.1_imx7d

            ...

            ANSWER

            Answered 2022-Apr-01 at 19:14
            I solved with two changes in device-tree files:
            
            in imx7d.dtsi
            I put status = "okay";
            in rpmsg: rpmsg{
            
            in imx7d-pico-pi-qca-m4.dts
            I put:
            
            reserved-memory {
                    rpmsg_vrings: vrings0@0x8ff00000 {
                        reg = <0x8fff0000 0x10000>;
                        no-map;
                    };
                };
            
            &
            
            &rpmsg{
                memory-region = <&rpmsg_vrings>;
                vdev-nums = <1>;
                reg = <0x9fff0000 0x10000>;
                status = "okay";
            };
            

            Source https://stackoverflow.com/questions/71073386

            QUESTION

            How to validate GitHub webhook with Deno?
            Asked 2022-Mar-31 at 10:52

            I'm trying to make a GitHub webhook server with Deno, but I cannot find any possible way to do the validation.

            This is my current attempt using webhooks-methods.js:

            ...

            ANSWER

            Answered 2022-Mar-31 at 10:52

            Your example is very close. The GitHub webhook documentation details the signature header schema. The value is a digest algorithm prefix followed by the signature, in the format of ${ALGO}=${SIGNATURE}:

            Source https://stackoverflow.com/questions/71076989

            QUESTION

            Time efficient alternative to for-loops for manual sampling from timelines in R
            Asked 2022-Mar-19 at 22:01

            So I have sampled a set of lakes at x timepoints throughout the year. I also have deployed loggers etc. in the water and I want to use daily averages from these loggers, at the timepoint of the visit to x days/hours before. Sometimes I also just grab the a sample for the timepoint of the visit.

            This is my solution, it works just fine but since I experiment alot with some model assumptions and perform sensitivity analyses it operates unsatisfactory slow.

            I seem to have solved most of my R problems with loops and I often encounter more efficient scripts, it would be very interesting to see some more effective alternatives to my code.

            Below code just generates some dummy data..

            ...

            ANSWER

            Answered 2022-Mar-19 at 22:01

            My guess is that this part using grepl:

            Source https://stackoverflow.com/questions/71515445

            QUESTION

            Translating C# to PowerShell
            Asked 2022-Mar-17 at 17:30

            I am trying to translate this code from C# to PowerShell

            ...

            ANSWER

            Answered 2022-Mar-17 at 17:30

            See also: This follow-up question.

            That your cast's operand is a COM object (as evidenced by System.__ComObject being reported as the object type in the error message) may be the source of the problem, because I don't think PowerShell can cast COM objects to other types.

            However, given that PowerShell can dynamically discover members on objects, in many cases where C# requires casts, PowerShell doesn't (and casts to interfaces are no-ops in PowerShell, except when guiding method overload resolution). Similarly, there's no (strict) need to type variables.[1]

            Thus, as you've confirmed, simply omitting the cast of $thMainPipe.InnerObject to type [Microsoft.SqlServer.Dts.Pipeline.Wrapper.MainPipe] worked:

            Source https://stackoverflow.com/questions/71488991

            QUESTION

            How to know if a variable is only a "pointer" to another object or if it can exist independently
            Asked 2022-Mar-13 at 21:58
            $App = New-Object -TypeName Microsoft.SqlServer.Dts.Runtime.Application; 
            
            $PackageFullPath = 'C:\SSISPackage.dtsx'; 
            
            $Package = $App.LoadPackage($PackageFullPath, $null, 0);
            
            $x = $Package.Connections
            $x.Remove("Something")
            
            $App.SaveToXml($PackageFullPath, $Package, $null)
            
            ...

            ANSWER

            Answered 2022-Mar-13 at 21:58

            tl;dr

            Because the $Package.Connections property contains an instance of a .NET reference type, namely Microsoft.SqlServer.Dts.Runtime.Connections, $x and $Package.Connections reference the very same collection instance, so $x.Remove("Something") is the same as $Package.Connections.Remove("Something")

            The behavior depends on whether a given value is an instance of a .NET reference type or value type:

            • When reference-type instances are assigned to a (new) variable / passed as an argument, it is the reference ("pointer") to the actual data that is copied, which means that both the original value and the target variable / parameter refer to the same object.

            • By contrast, assigning / passing a value-type instance makes a copy of the value itself, resulting in independent copies of the data.

            You can examine an object stored in a given variable $x as follows: $true indicates a value-type instance, $false a reference-type instance:

            Source https://stackoverflow.com/questions/71460271

            QUESTION

            How to handle duplicate packages from NPM package?
            Asked 2022-Mar-10 at 15:14

            I have an NPM package I am working on which has a dependency of react. I then have a test app which has react installed as a dependency. When I import my npm package into the test app, I get the following error:

            Invalid hook call. Hooks can only be called inside of the body of a function component. This could happen for one of the following reasons:

            1. You might have mismatching versions of React and the renderer (such as React DOM)
            2. You might be breaking the Rules of Hooks
            3. You might have more than one copy of React in the same app

            Running npm ls react in my test app suggests I might have a duplicate of react:

            ...

            ANSWER

            Answered 2022-Mar-10 at 15:14

            It was not clear from the question description, but looking at the repo, I see that the package is installed locally.

            Source https://stackoverflow.com/questions/71399811

            QUESTION

            Disable weekends, all holidays and Mondays in pure JavaScript date picker
            Asked 2022-Mar-10 at 11:35

            In a Shopify project running Booster theme, we're not using jQuery at all. So I'm using a simple plug-in to add the date-picker in the cart page. With the below code, I've only been able to just get the date-picker working, but I'm not sure how to disable weekends, all holidays and Mondays?

            ...

            ANSWER

            Answered 2022-Mar-10 at 11:35

            You can have a look at VanillaJS DatePicker. It has all your required options and is completely written in JavaScript with no external dependencies. In the below code, you can see a minimal example of conditions that you stated in your question.

            daysOfWeekDisabled - 0 and 6 disables Sunday and Saturday

            datesDisabled - Dates to disable including next Monday if it is Friday today

            minDate - Minimum Date that can be picked is +2days

            maxDate - Maximum Date that can be picked is +60days

            Source https://stackoverflow.com/questions/71421366

            QUESTION

            Pressing mappings in the Data Flow Task using .Net
            Asked 2022-Mar-08 at 22:41

            I asked this question a couple of weeks ago:

            "Pressing" the mapping tabs in the Data Flow Task without opening the solution

            Now I can load the package object in PowerShell with this code:

            ...

            ANSWER

            Answered 2022-Mar-08 at 22:00

            I am not sure how this can be done using PowerShell, but I will give the C# solution.

            Source https://stackoverflow.com/questions/71397060

            QUESTION

            SSIS 64bit Data Flow component
            Asked 2022-Mar-05 at 09:55

            I've created a custom component for SSIS by developing a 32bit class library(let's call it CustomComponent.dll). I'm developing in VS2015, targeting SQL Server 2017. This is fine all works as it should, i.e I can see the component in Visual Studio by doing the following steps:

            • Copied the CustomComponent.dll to "C:\Program Files (x86)\Microsoft SQL Server\140\DTS\PipelineComponents"
            • Added the class library to the gac using "C:\Program Files (x86)\Microsoft SDKs\Windows\v10.0A\bin\NETFX 4.6.1 Tools\gacutil.exe" -i CustomComponent.dll

            The issue I have is that the custom component now has to be a 64 bit dll as there are references to 3rd party lib's which are 64 bit (these are also added to the gac, the 32 bit versions were also added). I've done the following:

            • Removed the previous addition to the gac "C:\Program Files (x86)\Microsoft SDKs\Windows\v10.0A\bin\NETFX 4.6.1 Tools\gacutil.exe" -u CustomComponent
            • Removed the CustomComponent.dll at "C:\Program Files (x86)\Microsoft SQL Server\140\DTS\PipelineComponents"
            • Used the gacutil under the x64 folder "C:\Program Files (x86)\Microsoft SDKs\Windows\v10.0A\bin\NETFX 4.6.1 Tools\x64\gacutil.exe" -i CustomComponent.dll
            • Added the CustomComponent.dll to "C:\Program Files\Microsoft SQL Server\140\DTS\PipelineComponents"

            But I can't see the component in VS.

            • The above didn't work. I tried also copying the dll to "C:\Program Files (x86)\Microsoft SDKs\Windows\v10.0A\bin\NETFX 4.6.1 Tools\gacutil.exe" still no luck.

            Any idea how to make this work to be able to view the component in the 64 bit dll? Perhaps a link that shows a walk through or an approach to try?

            This link shows a simple component. But if it were compiled to the equivalent 64bit dll targeting SQL 2017, I have the same problem:

            ...

            ANSWER

            Answered 2022-Mar-05 at 09:54

            You need to add the 32-bit version since Visual Studio is a 32-bit application.

            As I know, GAC support adding both versions and has a separate directory for each one (GAC_64,GAC_MSIL ...). You should add both components and only change the Run64bitRuntime property to execute the package in 64-bit mode.

            If you are executing the package outside of Visual Studio you can refer to the following link for more information:

            Source https://stackoverflow.com/questions/71360860

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

            Vulnerabilities

            No vulnerabilities reported

            Install dts

            DTS is compatible with Python 3.5+, and is tested on Ubuntu 16.04.
            The CPU or GPU version of Tensorflow (GPU recommended) <=1.14.0
            Keras <= 2.2.4
            Sacred <=0.7.5
            (Optional) MongoDB is also recommended.

            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 .
            Find more information at:

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