IAN | TensorFlow implementation for Interactive Attention | Machine Learning library
kandi X-RAY | IAN Summary
kandi X-RAY | IAN Summary
A Tensorflow implementation for "Interactive Attention Networks for Aspect-Level Sentiment Classification" (Dehong Ma, IJCAI 2017).
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Top functions reviewed by kandi - BETA
- Run the model
- Evaluate the validation function
- Get data_info txt
- Read a word2id data file
- Load word embedding matrix
IAN Key Features
IAN Examples and Code Snippets
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
Trending Discussions on IAN
QUESTION
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 21:18Backpropagation 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.
QUESTION
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 div
section I'm using to scrape the data:
ANSWER
Answered 2022-Mar-01 at 19:43The 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
QUESTION
I'm running the following code in LinqPad 5:
...ANSWER
Answered 2022-Jan-29 at 14:31Turns out this is because the bitmap was being loaded from a network path, and the network was occasionally disconnecting.
The documentation states:
QUESTION
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 14:21You 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:
QUESTION
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/N
s. 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 01:30Use 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
:
QUESTION
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 19:50First 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:
QUESTION
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 13:33The "trick" is here:
QUESTION
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 13:21you need the df['Street']= df['Street'].astype(str) on the left side of the assignment
QUESTION
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 21:31Try:
QUESTION
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
andCategory
above the imageView is not part of this layout3: 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 20:39With 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
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install IAN
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'
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