PAL | Policy based Active Learning with DQN | Reinforcement Learning library

 by   mengf1 Python Version: Current License: No License

kandi X-RAY | PAL Summary

kandi X-RAY | PAL Summary

PAL is a Python library typically used in Artificial Intelligence, Reinforcement Learning, Deep Learning, Pytorch, Tensorflow applications. PAL has no bugs, it has no vulnerabilities and it has low support. However PAL build file is not available. You can download it from GitHub.

This source code is the basis of the following paper:. Learning how to Active Learn: A Deep Reinforcement Learning Approach, EMNLP 2017.
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            kandi-support Support

              PAL has a low active ecosystem.
              It has 78 star(s) with 29 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 5 have been closed. On average issues are closed in 41 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of PAL is current.

            kandi-Quality Quality

              PAL has 0 bugs and 67 code smells.

            kandi-Security Security

              PAL has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              PAL code analysis shows 0 unresolved vulnerabilities.
              There are 3 security hotspots that need review.

            kandi-License License

              PAL 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

              PAL releases are not available. You will need to build from source code and install.
              PAL 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.
              PAL saves you 324 person hours of effort in developing the same functionality from scratch.
              It has 777 lines of code, 37 functions and 5 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed PAL and discovered the below as its top functions. This is intended to give you an instant insight into PAL implemented functionality, and help decide if they suit your requirements.
            • Creates the embedding layer .
            • This method is called by the user .
            • Loads the cross -ling embeddings from a file .
            • parse command line arguments
            • Play a NER game .
            • Evaluate the features in the CRF suite .
            • Initialises a training game .
            • run the agent on the agent
            • Test the agent .
            • Load seq2 labels .
            Get all kandi verified functions for this library.

            PAL Key Features

            No Key Features are available at this moment for PAL.

            PAL Examples and Code Snippets

            fill the pal .
            javadot img1Lines of Code : 21dot img1License : Permissive (MIT License)
            copy iconCopy
            private void fillPal(String s, int n, int[][] pal) {
                    for (int gap = 0; gap < n; gap++) {
                        for (int i = 0, j = gap; j < n; i++, j++) {
                            if (gap == 0) {
                                pal[i][i] = 0;
                            } else i  
            Convert an object to pal
            javascriptdot img2Lines of Code : 15dot img2no licencesLicense : No License
            copy iconCopy
            function labConvert(o) {
                    if (o instanceof Lab) return new Lab(o.l, o.a, o.b, o.opacity);
                    if (o instanceof Hcl) {
                        var h = o.h * deg2rad;
                        return new Lab(o.l, Math.cos(h) * o.c, Math.sin(h) * o.c, o.opacity);
                  
            Check if pal is a string
            javascriptdot img3Lines of Code : 13dot img3License : Permissive (MIT License)
            copy iconCopy
            function checkPalindrome(input) {
                // Only strings and numbers can be palindrome
                if (typeof input !== 'string' && typeof input !== 'number') {
                    return null;
                }
            
                // Convert given number to string
                if (typeof input === '  

            Community Discussions

            QUESTION

            Line number of error is missing in R shiny app error message
            Asked 2021-Jun-14 at 15:09

            I get this most common error message in shiny app. I am well aware of this error and have resolved it dozens of time. But this time I am stumped.

            ...

            ANSWER

            Answered 2021-Apr-23 at 03:30

            The problem seems to be in this line

            Source https://stackoverflow.com/questions/67219572

            QUESTION

            change environment size on scale_colour_manual to assign colour to factors to use across multiples plots
            Asked 2021-Jun-14 at 12:17

            I need to make 5 plots of bacteria species. Each plot has a different number of species present in a range of 30-90. I want each bacteria to always have the same color in all plots, therefore I need to set an assigned color to each name. I tried to use scale_colour_manual to create a color set but, the environment created has only 16 colors. How can I increase the number of colors present in the environment created?

            the code I am using can be replicated as follow:

            ...

            ANSWER

            Answered 2021-Apr-26 at 12:59

            When you know all your 90 bacci names in front of plotting, you can try.

            Source https://stackoverflow.com/questions/67264977

            QUESTION

            Draw rectangulars in a confusion matrix using geom_rect()
            Asked 2021-Jun-14 at 04:59

            I have created a confusion matrix using the following code:

            ...

            ANSWER

            Answered 2021-Apr-27 at 18:43

            Try to add this line after the first geom_tile

            Source https://stackoverflow.com/questions/67288015

            QUESTION

            Mirror two PheWAS plots with ggplot2
            Asked 2021-Jun-13 at 12:48

            I have two PheWAS plots, and the number of categories (x axis, 20 categories) is the same in case of both. I would like to put them on the same plot, mirroring one of them on the y axis, but leaving the x axis titles in the middle.

            Example data:

            ...

            ANSWER

            Answered 2021-Jun-13 at 12:48

            Flipping the 2nd plot

            To achieve this, we need to add two functions:

            • scale_y_reverse: This will flip the y axis; 0 is at the top, 10 at the bottom.
            • scale_x_discrete(position = top): This will put the x-axis at the top.

            Fixing the y-axis limits

            It would be best to keep the same y-axis limits for both plots, to make them comparable. As such, we have to supply ylim() to the first plot. For the second plot, we already have scale_y_reverse, so we can supply our limits there.

            Fixing the x labels

            Since you only want the labels to appear once, you'd have to use element_blank() for theme(axis.text.x) and theme(axis.title.x) in the 2nd plot. Similarly, I would remove the x-axis title in the first plot to keep it balanced.

            Combining the plots

            Now, you want to combine the plots. However, the first plot has a lot of information on the x-axis, while the second plot doesn't. This means they have different heights. I like to use cowplot::plot_grid for combining plots, because it allows you to set the relative height of the plots. In this case, we can use it to account for the height difference between the two plots.

            Final code

            Source https://stackoverflow.com/questions/67940662

            QUESTION

            How can I customize labels in ggplot guide_colorsteps?
            Asked 2021-Jun-07 at 06:45

            This example code gives me everything I want except for the colorbar labels.

            ...

            ANSWER

            Answered 2021-Jun-06 at 17:38

            Not a perfect solution but maybe it fits your needs:

            1. To show the endpoints add show.limits=TRUE as I already suggested in my comment.
            2. To get rid of the intermediate labels I make use of a custom labeller function. This function is called two times by the scale. Once for the default intermediate breaks (which in almost(!!) all cases is a vector of length > 2) and once for the limits (which is a vector of length 2). Hence I check for the length of the passed vector and keep only the labels for the "limits". But keep in mind that this is only a kind of heuristic which may fail in extreme special cases.

            Source https://stackoverflow.com/questions/67860575

            QUESTION

            How do you exclude NA values from Leaflet legend?
            Asked 2021-Jun-04 at 17:56

            Here's my data: https://paste.kodi.tv/omohuzawec

            Updated data output from dput: redacted

            I'm trying to replicate the following plot:

            Here's the code I've used to replicate so far, the only thing I can't figure out is how to remove the NA from the legend.

            ...

            ANSWER

            Answered 2021-Mar-17 at 04:31

            The function addLegend() has an argument na.label which by default is set to "NA". From here it seems one can set na.label = "" to remove the NA label from the legend.

            Source https://stackoverflow.com/questions/66663946

            QUESTION

            How put labels in the palette of leaflet instead of numeric values
            Asked 2021-Jun-04 at 15:29

            Here is an example from Shiny documentation.

            ...

            ANSWER

            Answered 2021-Jun-04 at 15:29

            You need the labFormat argument, instead of labels. In ?addLegend you have an explanation. This works as you want:

            Source https://stackoverflow.com/questions/67805644

            QUESTION

            My horizontal barplot cuts off some text when i save the image. How to I make bars shorter and text longer?
            Asked 2021-Jun-03 at 23:25

            I'm new to R so forgive my ignorance. So, I created a basic horizontal barplot using barplot(). My text on the y-axis mostly disappears.

            Is there a way to lengthen and display the text? This is my code:

            ...

            ANSWER

            Answered 2021-Jun-03 at 11:12

            You should try increase the margin of the plot area, default is mar=c(5.1, 4.1, 4.1, 2.1) for bottom, left, top, right. If you increase the left margin, it should be ok, for example :

            Source https://stackoverflow.com/questions/67820219

            QUESTION

            How can I adjust the heatmap to show everything?
            Asked 2021-May-29 at 06:26

            My heatmap is cutting the element labels off and I don't want them to be displayed on the bottom at all. How can I adjust this so it fits everything on it? Also the key is taking up too much space, but when I make it less than 1 the key and the title disappears.

            ...

            ANSWER

            Answered 2021-May-29 at 06:26

            You can enlarge the margins with an additional margins argument with two values.

            The following example uses random data:

            Source https://stackoverflow.com/questions/67747759

            QUESTION

            Changing the color bar font in R plots
            Asked 2021-May-29 at 00:52

            I'm performing a plot of a raster in R, and I need all of the text and the number on a graph to have the same font and font size. The font should be Times New Roman (serif family) and its size should be 12. The code I'm using is:

            ...

            ANSWER

            Answered 2021-May-29 at 00:52

            This might be difficult to achieve with the default plot function from raster, which does not appear to allow changes of the font family of the legend.

            You could use ggplot2 to achieve that, using something like this (since you do not provide GHI you might have to adjust things):

            Source https://stackoverflow.com/questions/67745763

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

            Vulnerabilities

            No vulnerabilities reported

            Install PAL

            You can download it from GitHub.
            You can use PAL 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/mengf1/PAL.git

          • CLI

            gh repo clone mengf1/PAL

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            git@github.com:mengf1/PAL.git

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