luke | LUKE -- Language | Natural Language Processing library

 by   studio-ousia Jupyter Notebook Version: Current License: Apache-2.0

kandi X-RAY | luke Summary

kandi X-RAY | luke Summary

luke is a Jupyter Notebook library typically used in Artificial Intelligence, Natural Language Processing, Pytorch, Bert applications. luke has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. You can download it from GitHub.

LUKE (Language Understanding with Knowledge-based Embeddings) is a new pre-trained contextualized representation of words and entities based on transformer. It was proposed in our paper LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention. It achieves state-of-the-art results on important NLP benchmarks including SQuAD v1.1 (extractive question answering), CoNLL-2003 (named entity recognition), ReCoRD (cloze-style question answering), TACRED (relation classification), and Open Entity (entity typing). This repository contains the source code to pre-train the model and fine-tune it to solve downstream tasks.
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            kandi-support Support

              luke has a low active ecosystem.
              It has 635 star(s) with 92 fork(s). There are 26 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 7 open issues and 122 have been closed. On average issues are closed in 15 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of luke is current.

            kandi-Quality Quality

              luke has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              luke is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              luke releases are not available. You will need to build from source code and install.
              Installation instructions, examples and code snippets are available.
              It has 9705 lines of code, 591 functions and 129 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed luke and discovered the below as its top functions. This is intended to give you an instant insight into luke implemented functionality, and help decide if they suit your requirements.
            • Perform pretraining
            • Create parameters for optimizer parameters
            • Generate batches from queue_func
            • Create a LSTrainingModel
            • Process an example
            • Return True if token is a subword
            • Returns a list of mentions found in the given tokens
            • Encodes tokens_a and tokens_b
            • Run the experiment
            • Evaluate a trained model
            • Evaluate transformerers in a checkpoint
            • Example example
            • Performs a forward computation
            • Builds a multilingual entity vocabulary
            • Compute entity disambiguation output
            • Run the analysis
            • Forward a single entity
            • Convert allennlp faces into a HuggingFace model
            • Perform the forward computation
            • Convert a checkpoint
            • Calculate precision - recall curve
            • Performs the forward computation
            • Train the model
            • Load model from a JSON file
            • Return a list of all paragraphs of the given page
            • Convert a Lukegy model to a hugger model
            • Evaluate a model
            Get all kandi verified functions for this library.

            luke Key Features

            No Key Features are available at this moment for luke.

            luke Examples and Code Snippets

            No Code Snippets are available at this moment for luke.

            Community Discussions

            QUESTION

            How to get the sum of numbers in a vector with two string variables?
            Asked 2022-Apr-01 at 17:28

            How would I get the total of the numbers in the vector of MAXARR? The code below only sort the vector but I want to know how to the sum of the left part of each array by getting the sum. But I have no clue where to even begin.

            This is the code to used to sort vector:

            ...

            ANSWER

            Answered 2022-Apr-01 at 17:28

            How would I get the total of the numbers in the vector of MAXARR?

            Use std::accumulate to add up the values.

            Use std::stoi to convert the string version of the number to an integer.

            Source https://stackoverflow.com/questions/71710476

            QUESTION

            Component ngOninit model bind issue
            Asked 2022-Apr-01 at 06:54

            Component profile.component.ts is a child component and is trying to bind a dummy model which is shown below.

            ...

            ANSWER

            Answered 2022-Apr-01 at 06:54

            If you want to use the | async pipe it will only work on an Observable.

            In your case this.objName is not an observable. this.objName is a value from property Firstname on object j which was emitted. You are trying to treat a single value as an observable - that's not how this works. Follow my example for better understanding on this.

            Also try to use camelCase instead of PascalCase when naming properties (e.g FirstName to firstName).

            Source https://stackoverflow.com/questions/71698682

            QUESTION

            How to avoid duplicate counts in column A while also checking if columns A and B meet a criteria
            Asked 2022-Mar-27 at 14:52

            I have two columns. Column A and B.

            Column A Column B Mark Orange Sarah Apple, Orange Sarah Apple, Orange Luke Apple, Lemon Jane Apple

            Column A contains duplicates, 'Sarah' in this example, which I wish to keep included in the table. I've been trying to count how many 'Apple' are in column B. While counting Sarah only once.

            I'm really stuck here. I figured how to apply a formula but only for each cell individually.

            How to count unique values for column A "=COUNTUNIQUE(A1:A2)" and how to count the apple in column B with "=COUNTIF(B1:B2, " * Apple * ")"

            But I wasn't able to find any answers in regards to counting both column A and B after they meet their criteria.

            The count should be 3 but I'm stuck with 4 instead.

            Any help would be appreciated. Thank you.

            EDIT: @Harun24HR solved it! Thank you very much! I'll delete the sheet but I wanted to share a screenshot of the table and solution in case anyone needs it. Solution number one Solution number two

            ...

            ANSWER

            Answered 2022-Mar-27 at 03:20

            You may use UNIQUE() function like-

            Source https://stackoverflow.com/questions/71633064

            QUESTION

            connect to an outside mongodb from MS Access
            Asked 2022-Feb-27 at 18:19

            There is a similar thread and I like one of the answers there, the one using shell. But it seems to connect to a running instance of mongo.

            In my case, there's no running instance, the Mongo db is somewhere else and I can't figure out how to connect to it using this script. I guess i would need a way to add a connection string to an outside MongoDB using an approach similar to the one below.

            How to connect Mongodb from Excel

            This is the answer

            The Shell Approach Pretty much anything that interfaces with the Command Line can be accessed with Shell.

            Here's a bare-bones example that connects to a running MongoDB instance and prints a query to the Immediate Window. You'll need to add a reference to the Windows Script Host Object Model.

            ...

            ANSWER

            Answered 2022-Feb-27 at 18:19

            To connect to an external MongoDB, simply adjust the Windows Shell call to point to external address. Per MongoDB docs, mongo by itself defaults to localhost at port 27017. For a remote host, adjust these defaults.

            Using connection string:

            Source https://stackoverflow.com/questions/71272947

            QUESTION

            How can I give Bootstrap select a normal height if there is nothing selected?
            Asked 2022-Feb-04 at 14:16

            I am using bootstrap select in my page and I need it to be empty by default (and value="") when the page loads (it is a required field so when the user submits the form, the validation message will appear in case it's empty).

            It actually works but it looks weird/odd/too flat:

            And this would be the desired result:

            I have used this attribute to make the select look empty: data-none-selected-text="" and it actually looks empty but too flat.

            If I remove that attribute, I'll get this Nothing selected placeholder which I don't want:

            How can I make the design consistent and keep the same size whether something is selected or not?

            ...

            ANSWER

            Answered 2022-Feb-01 at 16:52

            You can overwrite default bootstrap class and make an exception for this scenario.

            Source https://stackoverflow.com/questions/70936173

            QUESTION

            how to sort recursively in JS
            Asked 2022-Jan-10 at 14:01

            I'm trying to sort an Array type data recursively.

            Here's the data structure.

            ...

            ANSWER

            Answered 2022-Jan-09 at 15:38

            Basically you can change the order of a and b sort params depending on the order param you pass to your custom function. Then also based on the type of current param (string or number) you use different types of sort method.

            Source https://stackoverflow.com/questions/70642669

            QUESTION

            MySQL seeking pagination on big composite primary key
            Asked 2021-Oct-15 at 19:42

            Let's say I have a MySQL table defined like this:

            ...

            ANSWER

            Answered 2021-Oct-15 at 12:11

            Without prior knowledge about how MySQL works internally, there is no reason to assume that an index on just ts can be used to order by ts, primary_1 without doing an additonal (file)sort on primary_1. Imagine e.g. the edge case that all values for ts are the same - the index will just give you all rows, which you then have to sort by primary_1.

            Nevertheless, MySQL can make use of some additional information: InnoDB stores secondary indexes in a way that includes the primary key columns (to be able to find the actual row in the table). Since that information is there anyway, MySQL can just make use of it - and it does, by using Index Extensions. This basically extends the index ts to an index ts, primary_1, primary_2.

            So this technical trick allows you to use the index on ts to order by ts, primary_1, primary_2. But since there is always a "but", here is the "but":

            Use of index extensions by the optimizer is subject to the usual limits on the number of key parts in an index (16) and the maximum key length (3072 bytes).

            The index on ts, primary_1, primary_2 would be longer than 3072 bytes. You can e.g. also not create such an index manually. So this extension doesn't work anymore, and MySQL falls back to treating the index on ts like an index on just ts.

            So why does it work for order by ts, primary_1? Well, even if, for those technical reasons, MySQL cannot create an internal index on ts, primary_1, primary_2, it could at least do it for ts, primary_1 without running into technical problems. MySQL actually doesn't do that though - but the MariaDB developers implemented this trick, so I assume you are actually using MariaDB. Nevertheless, the length restriction of 3072 still applies, so your order by both primary columns still won't work.

            What can you do?

            If you can shorten your primary keys a bit, the index extension would work again. Primary keys that long (and of that type) are uncommon and unpractical anyway (not only for this use case), so maybe you can find a different primary key for your table.

            If that is not an option, you may be able to utilize some prior knowledge about your data distribution, e.g. if you know that at most 10 values for ts can be the same, you can first pick the first n+10 rows (using the index), then order only those by the primary keys. If you usually only show the first few pages, this might speed up your specific situation. But you may want to ask a separate question for it with specific details.

            Source https://stackoverflow.com/questions/69582153

            QUESTION

            Get value from the multiple dropdown menu and concatenate them as one in flutter
            Asked 2021-Sep-29 at 07:27

            in the following code i want to extract the value of book,chapter and ver and concatenate from the each drop down menu.So, please do help me on where should I implement the concatenation of three string and get them as one value. For an example : if book= john, chapter=3, and ver=16, I should be able to get "john 3:16".

            ...

            ANSWER

            Answered 2021-Sep-29 at 07:23

            Just book+" "+chapter+":"+verse should do it. It's elementary string concatenation.

            Source https://stackoverflow.com/questions/69372018

            QUESTION

            Search and Filtering Multiple Values React
            Asked 2021-Sep-25 at 23:40

            I'm new to React and having some trouble displaying the data I want. I'm building a very basic search and filter app and I'm stuck. All of the data is coming from App.js

            I can search by "name" just fine. I'm having trouble filtering by "name", "dob" and "gender".

            How do I do that correctly with the code I have?

            App.js

            ...

            ANSWER

            Answered 2021-Sep-25 at 23:40

            From what I understand you want to check if the keyword is matching name, dob, or gender. You need to modify your filter function like this, you just need to check if the keyword is matching any of the three desired properties.

            Source https://stackoverflow.com/questions/69330756

            QUESTION

            Keep values assigned to one column in a new dataframe
            Asked 2021-Sep-12 at 23:19

            I have a dataset with three columns:

            ...

            ANSWER

            Answered 2021-Sep-12 at 23:19

            Split columns and .drop_duplicates on data frame to remove duplicates and then append it back:

            Source https://stackoverflow.com/questions/69155759

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

            Vulnerabilities

            No vulnerabilities reported

            Install luke

            LUKE can be installed using Poetry:. The virtual environment automatically created by Poetry can be activated by poetry shell.

            Support

            Please submit a GitHub issue or send an e-mail to Ikuya Yamada (ikuya@ousia.jp) for help or issues using LUKE.
            Find more information at:

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            https://github.com/studio-ousia/luke.git

          • CLI

            gh repo clone studio-ousia/luke

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            git@github.com:studio-ousia/luke.git

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