spe | Relative Positional Encoding for Transformers with Linear | Machine Learning library

 by   aliutkus Jupyter Notebook Version: Current License: No License

kandi X-RAY | spe Summary

kandi X-RAY | spe Summary

spe is a Jupyter Notebook library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow applications. spe has no bugs, it has no vulnerabilities and it has low support. You can download it from GitHub.

This is the source code repository for the ICML 2021 paper Relative Positional Encoding for Transformers with Linear Complexity by Antoine Liutkus, Ondřej Cífka, Shih-Lun Wu, Umut Şimşekli, Yi-Hsuan Yang and Gaël Richard. In this paper, we propose Stochastic Positional Encoding (SPE), which provably behaves like relative PE while being compatible with linear-complexity Transformers. We do this by drawing a connection between positional encoding and cross-covariance structures of correlated Gaussian processes. Check out also the companion website with music examples.
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              spe has a low active ecosystem.
              It has 55 star(s) with 7 fork(s). There are 4 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 2 have been closed. On average issues are closed in 14 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of spe is current.

            kandi-Quality Quality

              spe has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              spe 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

              spe releases are not available. You will need to build from source code and install.
              Installation instructions are not available. Examples and code snippets are available.
              It has 5499 lines of code, 300 functions and 109 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

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            spe Key Features

            No Key Features are available at this moment for spe.

            spe Examples and Code Snippets

            No Code Snippets are available at this moment for spe.

            Community Discussions

            QUESTION

            How to replace a character of a string using for loop in python?
            Asked 2022-Mar-06 at 20:45

            I'm trying to make a code that finds special characters and replace them in to *.
            For example:

            ...

            ANSWER

            Answered 2022-Mar-06 at 17:03

            You're trying to modify the whole string whereas you should only work on the character.

            Modifying your code, this would be:

            Source https://stackoverflow.com/questions/71372373

            QUESTION

            How to sort (rearrange) DataFrame by descending last row value, and rearrange columns respectively
            Asked 2022-Feb-18 at 09:47

            I am working my quant. I have a set of data which is date-indexed, and the output heatmap is not sorted in any way. What I want is to sort the values of the last day (today if the case) numbers descending, and rearrange the columns respectively.

            raw data:

            ...

            ANSWER

            Answered 2022-Feb-18 at 09:47

            You can use pandas.DataFrame.sort_values method and set axis=1 in the argument. and sort the dataframe according to the values of the last row.

            Source https://stackoverflow.com/questions/71170980

            QUESTION

            Python are if elif codes the most efficient way of solving this issue?
            Asked 2022-Feb-02 at 14:40

            I'm still learning to code and I'm wondering if there's a way of getting the same results from my code without using all the if and elif statements, it seems really inefficient.

            Is there some way I could use the list 'finishList' to check if the values match? or is the if elif statements the best option for me?

            Code is below.

            ...

            ANSWER

            Answered 2022-Feb-02 at 14:22

            You can store the values in a dictionary with the key being the string characters and the days added being the values. Example below.

            Source https://stackoverflow.com/questions/70957240

            QUESTION

            Python how do I append to every string in list using lambda function?
            Asked 2022-Jan-31 at 08:22

            I'm trying to learn about lambda functions, I'm would like the code to:

            1. add a slash '/' to the end of a string in list 'techCodeList'
            2. add and append every item in 'finishList' to the every entry in 'techCodeList', appending to 'combinedCodeList' every time (so combinedCodeList = ['a/ABUL', 'a/BEL', 'a/PBL'] etc)

            I could do it using other methods but I want to try using lambda, so would it be viable and if so how would I do it? My code is below:

            ...

            ANSWER

            Answered 2022-Jan-31 at 08:17

            If I understood correctly you want to create an exchaustive combinations between all the entries from the tech code and finish lists.

            For that you can use list comprehension like below:

            Source https://stackoverflow.com/questions/70922813

            QUESTION

            c# updating a value inside a List thats inside a dictionary> using Lambda
            Asked 2022-Jan-15 at 01:39

            Hey all I have a issue with trying to use Lambda with my variable simply because its not a Key, value type of setup. Meaning I don't have the typical Dictionary. I have a Dictionary>)-kind of setup.

            ...

            ANSWER

            Answered 2022-Jan-14 at 21:48

            _data is a tuple of string, List. Ergo, you want to use _data.Value[2] to get access to the List inside of the tuple. The Key represents the "box**" part.

            It might be clearer to change the var to the actual type:

            Source https://stackoverflow.com/questions/70716823

            QUESTION

            pymongo cursor with nested values into dataframe
            Asked 2022-Jan-06 at 19:41

            I have the following pymongo cursor :

            ...

            ANSWER

            Answered 2022-Jan-06 at 19:41

            As all your data is in one record, use find_one() as it returns a dict by default. Then you can just pass the dict to pandas without the need for further options and your dataframe will be constructed just as you want it.

            Source https://stackoverflow.com/questions/70610901

            QUESTION

            STM32 SPI LL DMA Transmit
            Asked 2022-Jan-02 at 21:13

            I have been trying to get SPI master transmit to work using DMA and STM32 LL drivers, on STM32G030C8.

            I did get the SPI to work with LL drivers without DMA, so I believe that at least my wiring is correct.

            What I have done:

            1. Set SPI to use DMA in cubeMX by setting SPI1_TX Request to DMA1 channel 1

            2. Setup the transmit in code:

            main.c

            ...

            ANSWER

            Answered 2022-Jan-02 at 21:13

            After some time debugging I found there is a bug in STM32cubeMX code generator. (this also seems to be already reported (https://community.st.com/s/question/0D53W00001HJ3EhSAL/wrong-initialization-sequence-with-cubemx-in-cubeide-when-using-i2s-with-dma?t=1641156995520&searchQuery)

            when selecting SPI and DMA, the generator first initializes SPI and then DMA with

            Source https://stackoverflow.com/questions/70558087

            QUESTION

            Can't create connection to RabbitMq instance in Docker
            Asked 2021-Dec-27 at 11:34

            I've followed How to use this image, pulling and executing the latest image in Docker. The sender application is not dockerized, hence running in the local environment.

            docker pull rabbitmq
            docker run -d --hostname my-rabbit --name bunny-queue rabbitmq:3

            It seems to be running as expected and I can verify in the logs that the host name and database are as described in the article. I see no errors logged, only a few warnings about indices being reinitialized.

            node : rabbit@my-rabbit
            database dir : /var/lib/rabbitmq/mnesia/rabbit@my-rabbit

            Then, I set up a factory and try to create a connection (as shown e.g. here).

            ...

            ANSWER

            Answered 2021-Dec-27 at 11:34

            You have several options:

            1. Bind ports of the container to your host's port and then connect to your host's ports. To bind container ports to your host ports, use the -p switch when starting the container
            2. Run your docker container in "host" network mode and connect to your host's ports. This can be achieved by specifying the --network host option. All ports of your application will be available as if you had started the application natively on the host.
            3. Create a docker network and run both RabbitMQ and your application inside the same network. Connect to the rabbitmq container's ports. To create a docker network, run docker network create name and then start your containers with --network name.
            4. Define your containers in a docker-compose file. All containers in a file will automatically share the same network. You can define custom networks too and connect certain containers to specific networks only.

            As an example of #1, the bunny should be executed using the following.

            docker run -detach --hostname rabbitmq --publish 5672:5672 --name bunny rabbitmq:3

            Then, in the factory, the host of the local environment needs to be passed.

            Source https://stackoverflow.com/questions/70493996

            QUESTION

            How to convert each row/cell values from a DataFrame to a list of dictionaries in pandas?
            Asked 2021-Dec-15 at 23:09

            I have a pandas DataFrame below:

            ...

            ANSWER

            Answered 2021-Dec-15 at 23:09

            You just iterate through the rows.

            Source https://stackoverflow.com/questions/70371264

            QUESTION

            'str' object has no attribute 'append' attribute error when i try append to dictionaries
            Asked 2021-Dec-10 at 16:57

            I'm a beginner programmer and this is my first post on this website. I trying to append value to the existing key in the dictionary, but I keep getting attribute errors. I already tried append value to the existing key on another project and it worked perfectly. So I'm pretty much at a dead end. I would really appreciate it if you guys can point out my mistake and help me to fix my code.

            Edit::

            After a few answers I think, I need to do a better explanation of what is my situation and what I what to achieve.

            My situation is when I do my experiment I get around a hundred files from where I need to extract data (I will provide a few of them in the link below).

            What I trying to achieve is to extract all the data from files in the folder and put it in one file something like .csv style. So I can import it more easily to Originlab(something like Excel).

            I imagine my code will do something like this:

            First file extracted:

            ...

            ANSWER

            Answered 2021-Dec-09 at 23:59

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

            Vulnerabilities

            No vulnerabilities reported

            Install spe

            You can download it from GitHub.

            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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            gh repo clone aliutkus/spe

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