STEP | Spatial Temporal Graph Convolutional Networks for Emotion | Machine Learning library

 by   UttaranB127 Python Version: Current License: MIT

kandi X-RAY | STEP Summary

kandi X-RAY | STEP Summary

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

This is the official implementation of the paper STEP: Spatial Temporal Graph Convolutional Networks for Emotion Perception from Gaits. Please use the following citation if you find our work uesful:. We have also released the Emotion-Gait dataset with this code, which is available for download here:
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              STEP has a low active ecosystem.
              It has 22 star(s) with 9 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 5 have been closed. On average issues are closed in 13 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of STEP is current.

            kandi-Quality Quality

              STEP has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              STEP 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

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

            Top functions reviewed by kandi - BETA

            kandi has reviewed STEP and discovered the below as its top functions. This is intended to give you an instant insight into STEP implemented functionality, and help decide if they suit your requirements.
            • Calculate the effects of a given gaits
            • Computes the angle between two points
            • Return the angle between two vectors
            • Return the area of a triangle
            • Compute features for each frame
            • Compute the angle between the given frame
            • Computes the mean value for each frame
            • Compute the volume of a frame
            • Evaluate the model
            • Print training information
            • Evaluate the model
            • Save the best feature
            • Find substring in a_str
            • Get the best epoch and accuracy
            • Load weights
            • Print string to screen
            • Get the adjacency matrix
            • Normalize a matrix
            • Load a model
            • Save the model to disk
            • Print timer consumption
            • Runs the smap
            • Generate confusion matrix
            • Normalize features
            • Generate predictions for the model
            • Cross validation
            Get all kandi verified functions for this library.

            STEP Key Features

            No Key Features are available at this moment for STEP.

            STEP Examples and Code Snippets

            No Code Snippets are available at this moment for STEP.

            Community Discussions

            QUESTION

            Xarray (from grib file) to dataset
            Asked 2021-Jun-16 at 02:36

            I have a grib file containing monthly precipitation and temperature from 1989 to 2018 (extracted from ERA5-Land).

            I need to have those data in a dataset format with 6 column : longitude, latitude, ID of the cell/point in the grib file, date, temperature and precipitation.

            I first imported the file using cfgrib. Here is what contains the xdata list after importation:

            ...

            ANSWER

            Answered 2021-Jun-16 at 02:36

            Here is the answer after a bit of trial and error (only putting the result for tp variable but it's similar for t2m)

            Source https://stackoverflow.com/questions/67963199

            QUESTION

            How can I avoid bundling Vuetify and use from CDN?
            Asked 2021-Jun-16 at 01:31

            I'm trying to decrease the bundle size of my Vue project, which scaffolded by the vue-cli, by using CDN of firebase, Vue, and Vuetify.

            So, I've added links of these CDN in public/index.html as follow:

            ...

            ANSWER

            Answered 2021-Jun-16 at 01:31

            If you are using vuetify from vue-cli-plugin-vuetify (vue add vuetify), treeshaking and auto component import is enabled by default, by using vuetify-loader.

            If you look into the source code of vue-cli-plugin-vuetify, it only uses vuetify-loader if it is present in your package.json. So removing vuetify-loader from package.json should disable this behavior.

            Source https://stackoverflow.com/questions/67995021

            QUESTION

            How to fetch remote branch properly?
            Asked 2021-Jun-16 at 01:25

            I had to delete my git branch and now need to fetch that remote branch.

            I did the following steps as I've seen someone's post here.

            ...

            ANSWER

            Answered 2021-Jun-16 at 01:25

            If anyone help me understand whether my-branch will be matched with the remote one or not

            Probably. But it's impossible to be certain from the info you have given. To find out, say

            Source https://stackoverflow.com/questions/67995192

            QUESTION

            Rake task for migrating from ActiveStorage to Shrine
            Asked 2021-Jun-16 at 01:10

            I've got a Rails 5.2 application using ActiveStorage and S3 but I've been having intermittent timeout issues. I'm also just a bit more comfortable with shrine from another app.

            I've been trying to create a rake task to just loop through all the records with ActiveStorage attachments and reupload them as Shrine attachments, but I've been having a few issues.

            I've tried to do it through URL and through tempfiles, but I'm not exactly sure of the right steps to fetch the activestorage version and to get it uploaded to S3 and saved on the record as a shrine attachment.

            I've tried the rake task here, but I think the method is only available on rails 6.

            Any tips or suggestions?

            ...

            ANSWER

            Answered 2021-Jun-16 at 01:10

            I'm sure it's not the most efficient, but it worked.

            Source https://stackoverflow.com/questions/67944802

            QUESTION

            repeat values of a column based on a condition
            Asked 2021-Jun-16 at 00:54

            I have a data frame including three columns named 'Altitude', 'Distance', 'Slope'. The column of 'Slope' is calculated using the two first columns 'Altitude', 'Distance'. @ the first step the purpose was to calculate 'Slope' using a condition explained below: A condition function was deployed to start from the top column of the "Distance" variable and add up (sum) values until the summation of them is greater or equal to 10 (>=10). If this condition corrects then calculate the "Slope" using the given formula: Slope=Average(Altitude)/(sum(Distance)). The summation of the 'Distance' was counting from the first value of that to the index that the 'Distance' has stopped there). The following code is for the above explanation (By Tim Roberts):

            ...

            ANSWER

            Answered 2021-May-19 at 13:38

            Use this code after you calculate s to get slope column with desired values:

            Source https://stackoverflow.com/questions/67602985

            QUESTION

            Pandas DataFrame: the cells are modified but the changes do not save
            Asked 2021-Jun-15 at 22:52

            I am a beginner in Data Science, so please sorry if my mistake is dumb.

            Here, I have a loop which views my data frame and makes changes using .loc The problem is that the changes are not saved at the end. I checked every step, everything is processing right. I even checked the modified cell right after working on it (look below) and its gives the value I put into it. However, when the program finishes the my excel data frame is not changed at all.

            Help please. Thank you in advance!

            ...

            ANSWER

            Answered 2021-Jun-13 at 21:56

            when the program finishes my excel data frame is not changed at all.

            That's because you never wrote anything to the Excel file. With exc = pd.read_excel('...') you create a Python object exc (more specifically, a pandas DataFrame), and all the subsequent modifications happen to this object. To change the source file accordingly, you can use pandas' DataFrame.to_excel() method, by adding this line in the end:

            Source https://stackoverflow.com/questions/67962613

            QUESTION

            Can I free mallocs that are being generated in every step of a recursion in C?
            Asked 2021-Jun-15 at 20:53

            I am making a simulation with C (for perfomance) that (currently) uses recursion and mallocs (generated in every step of the recursion). The problem is that I am not being able to free the mallocs anywhere in the code, without having the wrong final output. The code consist of two functions and the main function:

            evolution(double initial_energy)

            ...

            ANSWER

            Answered 2021-Jun-13 at 04:47

            You're supposed to free memory right after the last time it will be used. In your program, after the while loop in recursion, Energy isn't used again, so you should free it right after that (i.e., right before return event_counter;).

            Source https://stackoverflow.com/questions/67954931

            QUESTION

            Meaning of Compile-Time?
            Asked 2021-Jun-15 at 19:35

            My Question: What exactly does “compile-time” mean? I present my understanding below and where I am getting confused.

            Compilation is the process that generates a single executable .exe file from the .vb file. There are several ways to do this, for example by using the VBC.EXE command from the developer command window or MSDOS. The way I understand “compile-time” is that it is time when such a command gets executed and the exe file is generated. The following are the what I find confusing:

            1. When I write Dim i = 5, the compiler infers or “knows” that the variable “i” is an integer.
            2. If I want to print an integer or a string using the Writeline method of the console class then the compiler automatically determines which overloaded version it should call. So in this case also the compiler “knows” – this is also known as compile-time polymorphism.

            My confusion: Since in both the above cases the compiler infers or knows the type of variable or the version of the overloaded method to call just after we have finished typing the sentence, is this also called compile-time? We have not given any sort of compilation command here.

            1. Another confusion on the definition of compile-time refers to the case when we explicitly define overloaded methods. In the case of the writeline method, we know from the pop-up given by intellisense that immediately after we have finished typing the sentence the version with the correct signature is called. Now, when we define overloaded methods does the compiler know which version to call when we call the function (depending on signature) somewhere in the program right after we have finished typing the code? Or does the compiler know this after the exe file has been generated? This is a case of compile-time polymorphism. But then which time or which step is the “compile-time”?
            ...

            ANSWER

            Answered 2021-Jun-15 at 19:35

            We have not given any sort of compilation command here.

            No, but most modern IDEs can do similar "static analysis" that compilers do to determine types, etc. Some even do a very lightweight "compile" to determine what overloads are appropriate, etc.

            Also note that IDEs and the actual compiler may not always agree. IDE analysis is designed to be very fast, so the analysis done by the IDE may be less robust and less accurate than a static compiler.

            So in a sense these are all "compile-time" in that the only information that is available is what is present in the code. This is opposed to "run-time" where other factors such as user input, environment, and state can change the flow and interpretation of the program in ways that the compiler could not account for.

            Source https://stackoverflow.com/questions/67991616

            QUESTION

            Parse JSON for data after keyword
            Asked 2021-Jun-15 at 16:31

            I have some JSON data in Google Sheets that I wish to parse for the data after a keyword, eg:

            "splashtopname":"DESKTOP-XXYYZZ"

            This is in the middle of the JSON data which is delimited by commas eg:

            "cpuidentifier":"Intel64 Family 6 Model 92 Stepping 9","splashtopname":"DESKTOP-XXYYZZ","splashtopversion":"3.4.6.2",

            What I want to do is extract DESKTOP-XXYYZZ only from this (however this string length is variable and not fixed, nor does it always begin DESKTOP). I am stumped as to the formula to get this output, so any help would be greatly appreciated.

            Thanks in advance!

            ...

            ANSWER

            Answered 2021-Jun-15 at 16:31

            Using REGEXEXTRACT should achieve your wanted data.

            Formula:

            =REGEXEXTRACT(A1, """splashtopname"":""([^""]*)""")

            Simply extract from pattern "splashtopname":"" via regex.

            Output:

            Source https://stackoverflow.com/questions/67988980

            QUESTION

            Model.evaluate returns 0 loss when using custom model
            Asked 2021-Jun-15 at 15:52

            I am trying to use my own train step in with Keras by creating a class that inherits from Model. It seems that the training works correctly but the evaluate function always returns 0 on the loss even if I send to it the train data, which have a big loss value during the training. I can't share my code but was able to reproduce using the example form the Keras api in https://keras.io/guides/customizing_what_happens_in_fit/ I changed the Dense layer to have 2 units instead of one, and made its activation to sigmoid.

            The code:

            ...

            ANSWER

            Answered 2021-Jun-12 at 17:27

            As you manually use the loss and metrics function in the train_step (not in the .compile) for the training set, you should also do the same for the validation set or by defining the test_step in the custom model in order to get the loss score and metrics score. Add the following function to your custom model.

            Source https://stackoverflow.com/questions/67951244

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

            Vulnerabilities

            No vulnerabilities reported

            Install STEP

            You can download it from GitHub.
            You can use STEP 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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