IAN | TensorFlow implementation for Interactive Attention | Machine Learning library

 by   lpq29743 Python Version: Current License: MIT

kandi X-RAY | IAN Summary

kandi X-RAY | IAN Summary

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

A Tensorflow implementation for "Interactive Attention Networks for Aspect-Level Sentiment Classification" (Dehong Ma, IJCAI 2017).
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              IAN has a low active ecosystem.
              It has 91 star(s) with 38 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 5 open issues and 9 have been closed. On average issues are closed in 12 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of IAN is current.

            kandi-Quality Quality

              IAN has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              IAN 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

              IAN releases are not available. You will need to build from source code and install.
              IAN has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              It has 52760 lines of code, 8 functions and 9 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed IAN and discovered the below as its top functions. This is intended to give you an instant insight into IAN implemented functionality, and help decide if they suit your requirements.
            • Run the model
            • Evaluate the validation function
            • Get data_info txt
            • Read a word2id data file
            • Load word embedding matrix
            Get all kandi verified functions for this library.

            IAN Key Features

            No Key Features are available at this moment for IAN.

            IAN Examples and Code Snippets

            ian - minute
            javascriptdot img1Lines of Code : 1dot img1License : Non-SPDX
            copy iconCopy
            function Ju(){switch(Al){case 130:ml(130),wl(16),ml(8);break;case 81:ml(81),wl(125);switch(Al){case 173:ml(173),wl(16),ml(8);break;default:ml(183),wl(16),ml(8)}break;default:ml(140),wl(16),ml(8),wl(79),ml(248),wl(16),ml(8)}}  

            Community Discussions

            QUESTION

            Why does backprop algorithm store the inputs to the non-linearity of the hidden layers?
            Asked 2022-Mar-23 at 21:18

            I have been reading the Deep Learning book by Ian Goodfellow and it mentions in Section 6.5.7 that

            The main memory cost of the algorithm is that we need to store the input to the nonlinearity of the hidden layer.

            I understand that backprop stores the gradients in a similar fashion to dynamic programming so not to recompute them. But I am confused as to why it stores the input as well?

            ...

            ANSWER

            Answered 2022-Mar-23 at 21:18

            Backpropagation is a special case of reverse mode automatic differentiation (AD). In contrast to the forward mode, the reverse mode has the major advantage that you can compute the derivative of an output w.r.t. all inputs of a computation in one pass.

            However, the downside is that you need to store all intermediate results of the algorithm you want to differentiate in a suitable data structure (like a graph or a Wengert tape) for as long as you are computing its Jacobian with reverse mode AD, because you're basically "working your way backwards" through the algorithm.

            Forward mode AD does not have this disadvantage, but you need to repeat its calculation for every input, so it only makes sense if your algorithm has a lot more output variables than input variables.

            Source https://stackoverflow.com/questions/71593998

            QUESTION

            How to correclty loop links with Scrapy?
            Asked 2022-Mar-03 at 09:22

            I'm using Scrapy and I'm having some problems while loop through a link.

            I'm scraping the majority of information from one single page except one which points to another page.

            There are 10 articles on each page. For each article I have to get the abstract which is on a second page. The correspondence between articles and abstracts is 1:1.

            Here the divsection I'm using to scrape the data:

            ...

            ANSWER

            Answered 2022-Mar-01 at 19:43

            The link to the article abstract appears to be a relative link (from the exception). /doi/abs/10.1080/03066150.2021.1956473 doesn't start with https:// or http://.

            You should append this relative URL to the base URL of the website (i.e. if the base URL is "https://www.tandfonline.com", you can

            Source https://stackoverflow.com/questions/71308962

            QUESTION

            Occasional OutOfMemoryException on Bitmap Processing Over The Network
            Asked 2022-Jan-29 at 14:31

            I'm running the following code in LinqPad 5:

            ...

            ANSWER

            Answered 2022-Jan-29 at 14:31

            Turns out this is because the bitmap was being loaded from a network path, and the network was occasionally disconnecting.

            The documentation states:

            Source https://stackoverflow.com/questions/70905393

            QUESTION

            Need help to store the record of the current student in the students array
            Asked 2022-Jan-19 at 14:21

            I have to develop a C++ program that reads the student’s name and scores from a file and store them in an array of Student struct objects, then calculate and display each student’s final grade based on the following criteria: midterm exam is counted for 25% of the final grade, final exam is counted for 25% of the final grade and average of 4 labs is counted for 50% of the final grade.

            But my knowledge is “limited” and more when it comes to using structures so there are things that I'm not sure how to do or implement things(look at the comments in the program below, basically with that I need help). I've tried a few methods but so far none have worked properly. And unfortunately, I can't change much of the "template" that they’ve provided me(They've provided me with the variables, or rather some of them, letterGrade, Student students[24], newStudent, etc..)... so that has made things a bit more complicated for me... I'm not one of those who usually ask for help. In fact, I would like to solve it myself, but I don't have much time... I'd appreciate some pointers or something, thank you.

            ...

            ANSWER

            Answered 2022-Jan-19 at 14:21

            You should use the C++ goodies, and learn to be more conservative with the idioms.

            main should be int main() or int main(int argc, char *argv[]). On some environments you can also use int main(int argc, char *argv[], char **environ) but never use the ugly void main(). Despite being equivalent in C++ int main(void) will only unsettle future readers.

            In C++ a class (or a struct because it is the same thing) can contain methods. Instead of building a free function using a single argument that is an instance of a class it is generally better to make a method from it.

            When you detect an error condition and write a fatal error message, you should not continue the program flow.

            The injectors (resp. extractors) can be used to directly extract (resp. write) an object from (rest. into) a stream. It generally gives a more idiomatic code.

            As you said that Student students[24] was provided I kept it, but in fact a single Student could be because you could print at read time. Here I have separated the reading of the records from the prints.

            SO here is a possible code:

            Source https://stackoverflow.com/questions/70770818

            QUESTION

            How to sort dataframe rows by multiple columns
            Asked 2022-Jan-11 at 01:38

            I'm having trouble formatting a dataframe in a specific style. I want to have data pertaining to one S/N all clumped together. My ultimate goal with the dataset is to plot Dis vs Rate for all the S/Ns. I've tired iterating over rows to slice data but that hasnt worked. What would be the best(easiest) approach for this formatting. Thanks!

            For example: S/N 332 has Dis 4.6 and Rate of 91.2 in the first row, immediately after that I want it to have S/N 332 with Dis 9.19 and Rate 76.2 and so on for all rows with S/N 332.

            ...

            ANSWER

            Answered 2022-Jan-11 at 01:30

            Use sort_values, which can accept a list of sorting targets. In this case it sounds like you want to sort by S/N, then Dis, then Rate:

            Source https://stackoverflow.com/questions/70660531

            QUESTION

            Python Pandas compare two sheet and highlight similarities
            Asked 2022-Jan-05 at 19:50

            My problem is pretty simple but I want your advice on the matter! I have an excel document that contains 2 sheets... The first sheet look like this :

            ...

            ANSWER

            Answered 2022-Jan-05 at 19:50

            First of all, assuming your data is in excell file, you should be able to read that. Install openpyxl: pip install openpyxl
            Now Here is my solution to print similar values in console. I assume that in Sheet2, all names are in this format:
            last_name, first_name
            and in Sheet1, all names are in this format:
            first_name last_name
            So here is a pythonic solution to do what you want:

            Source https://stackoverflow.com/questions/70586241

            QUESTION

            In Briceno et al.'s A5/2 implementation, they delay a LSFR cycle without running a clock cycle function. Can someone help me understand?
            Asked 2021-Dec-04 at 13:33

            Here is a piece of code taken from the seminal "A Pedagogical Implementation of the GSM A5/1 and A5/2 "Voice Privacy" Encryption Algorithms" by Marc Briceno, Ian Goldberg, and David Wagner:

            ...

            ANSWER

            Answered 2021-Dec-04 at 13:33

            QUESTION

            Converting data types on python data frame
            Asked 2021-Nov-29 at 13:21
            House Number Street First Name Surname Age Relationship to Head of House Marital Status Gender Occupation Infirmity Religion 0 1 Smith Radial Grace Patel 46 Head Widowed Female Petroleum engineer None Catholic 1 1 Smith Radial Ian Nixon 24 Lodger Single Male Publishing rights manager None Christian 2 2 Smith Radial Frederick Read 87 Head Divorced Male Retired TEFL teacher None Catholic 3 3 Smith Radial Daniel Adams 58 Head Divorced Male Therapist, music None Catholic 4 3 Smith Radial Matthew Hall 13 Grandson NaN Male Student None NaN 5 3 Smith Radial Steven Fletcher 9 Grandson NaN Male Student None NaN 6 4 Smith Radial Alison Jenkins 38 Head Single Female Physiotherapist None Catholic 7 4 Smith Radial Kelly Jenkins 12 Daughter NaN Female Student None NaN 8 5 Smith Radial Kim Browne 69 Head Married Female Retired Estate manager/land agent None Christian 9 5 Smith Radial Oliver Browne 69 Husband Married Male Retired Merchandiser, retail None None

            I have a dataset which you can see up the side of the question. I want to convert all these datasets to integers and strings from objects.

            ...

            ANSWER

            Answered 2021-Nov-29 at 13:21

            you need the df['Street']= df['Street'].astype(str) on the left side of the assignment

            Source https://stackoverflow.com/questions/70086440

            QUESTION

            Replacement Values into the integer on dataset columns
            Asked 2021-Nov-24 at 21:31
            House Number Street First Name Surname Age Relationship to Head of House Marital Status Gender Occupation Infirmity Religion 0 1 Smith Radial Grace Patel 46 Head Widowed Female Petroleum engineer None Catholic 1 1 Smith Radial Ian Nixon 24 Lodger Single Male Publishing rights manager None Christian 2 2 Smith Radial Frederick Read 87 Head Divorced Male Retired TEFL teacher None Catholic 3 3 Smith Radial Daniel Adams 58 Head Divorced Male Therapist, music None Catholic 4 3 Smith Radial Matthew Hall 13 Grandson NaN Male Student None NaN 5 3 Smith Radial Steven Fletcher 9 Grandson NaN Male Student None NaN 6 4 Smith Radial Alison Jenkins 38 Head Single Female Physiotherapist None Catholic 7 4 Smith Radial Kelly Jenkins 12 Daughter NaN Female Student None NaN 8 5 Smith Radial Kim Browne 69 Head Married Female Retired Estate manager/land agent None Christian 9 5 Smith Radial Oliver Browne 69 Husband Married Male Retired Merchandiser, retail None None

            Hello,

            I have a dataset that you can see below. When I tried to convert Age to int. I got that error: ValueError: invalid literal for int() with base 10: '43.54302670766108'

            This means there is float data inside that data. I tried to replace '.' to '0' then tried to convert but I failed. Could you help me to do that?

            ...

            ANSWER

            Answered 2021-Nov-24 at 21:31

            QUESTION

            How to make two CardView height as wrap_content in a linear layout
            Asked 2021-Nov-22 at 20:39

            Ok I explain it in detail so there should be no confusion

            I have two MaterialCardView in a linear or relative layout (i don't care about the parent layout I only want the result) I want that both of the MaterialCardView should have wrap_content height

            Right now The 1st MaterialCardView contains a FrameLayout that has two things an image view and a include layout that has buttons that are to be shown on the image

            and

            The 2nd MaterialCardView also contains a FrameLayout that has some textViews and an imageView(as a button with both height and width as wrap_content)

            right now it looks like this

            as you can see in the above screenshot, I have given weightSum and both the MaterialCardView has match_parent height, but now

            I want that

            the 1st and 2nd card view height should be wrap_content so it can adjust their height accordingly. I have tried to just simply make it wrap_content but it doesn't work

            Note:

            1: This layout is a part of a verticle recycler view

            2: The TextView Sort and Category above the imageView is not part of this layout

            3: If anyone wants more references for the code please tell me I will update the question

            Code

            Update // Removed the button layout xml code so the question dont get more confusing and long

            Ok after implementing ContraintLayout as suggested in the comment now the 1st and 2nd cardview is working fine as they taking up the height as the content inside it has but it is a mess

            what I want probably to look like // this is the fixed height but can get the idea Link

            After implementing ContraintLayout and wrap_content height it look like this

            post_item_container_home.xml // this is the updated code with wrap_content and ContraintLayout

            ...

            ANSWER

            Answered 2021-Nov-22 at 20:39

            With ConstranitLayout, it would be easier to adjust the buttons layout on top of the image; and adjust the constraints of both cards to wrap their content.

            The app:layout_constraintBottom_toBottomOf="@+id/Card_View" should be changed to:

            • either app:layout_constraintBottom_toBottomOf="parent"
            • or app:layout_constraintTop_toBottomOf="@id/Card_View"

            And optionally you can adjust a minimum height constraint with app:layout_constraintHeight_min="100dp" and maximum height constraint with app:layout_constraintHeight_min="200dp".. adjust the sizing to your needs

            Source https://stackoverflow.com/questions/69930380

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

            Vulnerabilities

            No vulnerabilities reported

            Install IAN

            use pip install -r requirements.txt to install required packages
            Create three empty folders: 'analysis' for saving analyzing results, 'logs' for saving experiment logs and 'models' for saving experiment models
            Download the 300-dimensional pre-trained word vectors from Glove and save it in the 'data' folder as 'data/glove.840B.300d.txt'

            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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