ACE | IJCNLP 2021 ] Automated Concatenation | Natural Language Processing library

 by   Alibaba-NLP Python Version: Current License: Non-SPDX

kandi X-RAY | ACE Summary

kandi X-RAY | ACE Summary

ACE is a Python library typically used in Artificial Intelligence, Natural Language Processing, Bert applications. ACE has no vulnerabilities, it has build file available and it has low support. However ACE has 20 bugs and it has a Non-SPDX License. You can download it from GitHub.

The code is for our ACL-IJCNLP 2021 paper: Automated Concatenation of Embeddings for Structured Prediction. ACE is a framework for automatically searching a good embedding concatenation for structured prediction tasks and achieving state-of-the-art accuracy. The code is based on flair version 0.4.3 with a lot of modifications.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              ACE has a low active ecosystem.
              It has 240 star(s) with 36 fork(s). There are 9 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 8 open issues and 45 have been closed. On average issues are closed in 15 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of ACE is current.

            kandi-Quality Quality

              OutlinedDot
              ACE has 20 bugs (3 blocker, 1 critical, 12 major, 4 minor) and 1024 code smells.

            kandi-Security Security

              ACE has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              ACE code analysis shows 0 unresolved vulnerabilities.
              There are 28 security hotspots that need review.

            kandi-License License

              ACE has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              ACE releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              It has 27161 lines of code, 1372 functions and 125 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed ACE and discovered the below as its top functions. This is intended to give you an instant insight into ACE implemented functionality, and help decide if they suit your requirements.
            • Adds embeddings to the model
            • Reconstruct tokens from subtokens
            • Return a string representation of the token
            • Return the processed text of a token
            • Evaluate the model
            • R Strips a piece of data
            • Pad tensors with padding
            • Compute Eisner coefficient
            • Find the learning rate for the given dataset
            • Assigns tags to the embedding
            • Decode a Markov transition matrix
            • Adds embeddings
            • Calculate learning rate for training
            • Decode a MST using the given energy matrix
            • Evaluate objective function
            • Performs the Viterbi decoding
            • Add embeddings to sentences
            • Add MUSE embeddings
            • Compute the F1 score
            • Evaluate language
            • Assign tags to a given tag
            • Nbest decode function
            • Calculates the simple forward distance loss
            • Calculate simple forward distance loss
            • Adds sentences to the list
            • Rorts the given batch of examples
            • Run viterbi decoding
            Get all kandi verified functions for this library.

            ACE Key Features

            No Key Features are available at this moment for ACE.

            ACE Examples and Code Snippets

            Determines if the card is a five high straight ace .
            pythondot img1Lines of Code : 16dot img1License : Permissive (MIT License)
            copy iconCopy
            def _is_five_high_straight(self) -> bool:
                    # If a card is a five high straight (low ace) change the location of
                    # ace from the start of the list to the end. Check whether the first
                    # element is ace or not. (Don't want to cha  
            Returns true if the message is an ace .
            javadot img2Lines of Code : 3dot img2no licencesLicense : No License
            copy iconCopy
            public boolean isAce() { 
            		return faceValue == 1;
            	}  
            True if the condition is an ACE .
            pythondot img3Lines of Code : 2dot img3License : Non-SPDX
            copy iconCopy
            def is_ace(self):
                    return True if self._value == 1 else False  

            Community Discussions

            QUESTION

            How to shift a specific cell left in a text file
            Asked 2022-Apr-11 at 22:33

            I have a very large text file (tab-delimited, first line is header) like this:

            ...

            ANSWER

            Answered 2022-Apr-11 at 16:16

            QUESTION

            Saving multiple images as buffers/memory streams to the same table at the same time
            Asked 2022-Apr-01 at 18:37

            I'm relatively new to coding and entirely self taught, so please have patience with me.
            I've been scouring the internet for an answer to this, but everything I've found is either waaaaaaayyy too technical and looks like ancient greek, or doesn't even apply to my situation.

            I'm developing an app for work for my managers to record employee information. The page I'm currently working on is for injuries, however this will apply to multiple pages if I can figure it out. I know I'm probably over-complicating something and it's going to be a stupid answer but I've tried everything I can think of so far.

            What I'm trying to do is capture handwritten notes as images and then save them to a database for us in the office to type up and translate if needed. (a lot of my managers don't type) but this would apply to collecting multiple signatures as well i.e. on write ups.

            I've got the images saved, but when it comes time to write them to the database, the first image will write just fine, but the second one I start getting the "Data type mismatch in the criteria expression" error.

            I've tried isolating the 2nd and third images to see if it's a syntax issue, but I still get the error. I've rebuilt the database table to make sure the destination field is an OLE object, same error. I've been searching for a few days now for the answer and I'm not finding it, so if someone can please help.

            I know it's going to be something silly like not disposing of something in the right place, but that is beyond my current knowledge. Thank you in advance for any help.

            ...

            ANSWER

            Answered 2022-Mar-30 at 18:40

            Some entities use "unmanaged resources" which need to be explicitly taken care of by calling Dispose() on them. There is a way to have that happen automatically for you: the Using statement.

            As it happens, both database connections (e.g. OleDbConnection) and the Image type are such entities.

            Here is an example of how you could modify your code:

            Source https://stackoverflow.com/questions/71666016

            QUESTION

            CVDisplayLink debug messages
            Asked 2022-Mar-14 at 10:52

            Since Xcode 13.2.1 I get flooded with CVDisplayLink debug / warning messages.

            Like

            ...

            ANSWER

            Answered 2022-Feb-05 at 13:10

            I get these messages too and also think it has to do with WKWebview.

            My only workaround for now is trying to silence them with: OS_ACTIVITY_MODE = disable on the Scheme.

            1

            On Xcode go to Product > Scheme > Edit Scheme

            2

            On Run > Arguments add the Environment Variable:

            OS_ACTIVITY_MODE and set the Value to disable

            These debug messages should not be there next time you run the app.

            Source https://stackoverflow.com/questions/70492004

            QUESTION

            Rust implement try_from for u8 enum
            Asked 2022-Feb-18 at 02:14

            I have the following code where I need to do direct comparisons between the ranks. For example I need to be able to do self as u8 + 1 == other as u8.

            ...

            ANSWER

            Answered 2022-Feb-18 at 02:14

            tl;dr: Yes, there is a way to do this without macros, but it's unsafe. Macros are fine; use num_enum instead.

            If you are willing to delve into the realm of unsafe code, you can use std::mem::transmute() to convert the u8 to Rank:

            Source https://stackoverflow.com/questions/71167454

            QUESTION

            Counting and then summing string variable within specific time in long data frame
            Asked 2022-Jan-29 at 23:26

            I have a dataset like this:

            ...

            ANSWER

            Answered 2022-Jan-29 at 23:26

            QUESTION

            Creating new columns in pandas dataframe as summed permutations of other columns
            Asked 2022-Jan-20 at 11:50

            Hopefully this simple explanation will get across what I'm trying to do. Suppose I had a Pandas dataframe that had the following columns:

            ...

            ANSWER

            Answered 2022-Jan-20 at 11:14

            Use combinations instead permutations and for each values of tuple sum values together:

            Source https://stackoverflow.com/questions/70784863

            QUESTION

            SQL query does not work in Excel but works in Access
            Asked 2021-Dec-30 at 22:30

            For the code listed below, it runs fine except for the first SQL query. I'm pulling address and state information from the workbook, and running a query on the information to find the count of how many times the address appears in the table. If I run the code and stop it before the query is sent to Access, I can pull the query command from the Immediate window, go to Access, and run the query no problem. However, if I just run the VBA program and have it send the query to Access, I keep getting 0 for the result. So long story short, the query will run in Access and provide the correct result, but when Excel VBA sends the query to Access, I keep getting zero for the result (and no error messages). Any help would be greatly appreciated.

            ...

            ANSWER

            Answered 2021-Dec-30 at 22:30

            Essentially, the issue is due to the LIKE operator. Whenever you run an Access query over an ODBC/OLEDB connection, the wildcard to use is the current ANSI version %. However, in Access GUI, the wildcard uses the older version, *. See MSDN docs discussing this wildcard usage.

            To be compatible between Excel and Access (VBA or GUI), consider undocumented ALIKE operator to only use %. Additionally, use ADO parameterization using ADO command and avoid concatenation of values to SQL statement. Below replaces the first LIKE with = since no wildcard is used and the make-table action using INTO was removed. Also, New is removed from any Dim lines.

            Source https://stackoverflow.com/questions/70537018

            QUESTION

            Why is Netcat throws forward host lookup failed: Unknown host while using execve in assembly?
            Asked 2021-Dec-29 at 14:12

            I have been learning buffer overflows and i am trying to execute the following command through shellcode /bin/nc -e /bin/sh -nvlp 4455. Here is my assembly code:

            ...

            ANSWER

            Answered 2021-Dec-29 at 14:12

            As you can see in strace, the execve command executes as: execve("/bin//nc", ["/bin//nc", "/bin//nc-e //bin/bash -nvlp 4455"], NULL) = 0 It seems to be taking the whole /bin//nc-e //bin/bash -nvlp 4455 as a single argument and thus thinks it's a hostname. In order to get around that, the three argv[] needed for execve() is pushed seperately. argv[]=["/bin/nc", "-e/bin/bash", "-nvlp4455"] These arguments are each pushed into edx, ecx, and ebx. since ebx needs to be /bin/nc, which was already done in the original code. we just needed to push 2nd and 3rd argv[] into ecx and edx and push it into stack. After that we just copy the whole stack into ecx, and then xor edx,edx to set edx as NULL.

            Here is the correct solution:

            Source https://stackoverflow.com/questions/70503475

            QUESTION

            Clustering in R using K-mean
            Asked 2021-Dec-17 at 17:31

            I tried to cluster my dataset using K-mean, but there is a categorical data in column 9; so when I ran k-mean it had an error like this:

            ...

            ANSWER

            Answered 2021-Dec-17 at 17:31

            To solve your specific issue, you can generate dummy variables to run your desired clustering.

            One way to do it is using the dummy_columns() function from the fastDummies package.

            Source https://stackoverflow.com/questions/70364971

            QUESTION

            Cypress/GitLab CI/CD integration - Cypress won't start in headless mode
            Asked 2021-Dec-13 at 08:27

            After writing several tests in Cypress and trying them out locally in both headless and headed way (both work great) I can't get our GitLab to start up Cypress in headless way after inserting the test in the integration process. This seems to be an issue: [FAILED] Your system is missing the dependency: Xvfb Why would I need Xvfb for running headless test in Cypress? I'm stuck on this for two days now, any help or idea would be greatly appreciated.

            test config in .gitlab-ci.yml:

            ...

            ANSWER

            Answered 2021-Oct-14 at 08:16

            Have you tried passing the --headless option to cypress run command? I don't see it in the question, but it does seem as a solution based on some other questions asked here on SO, e.g. this one. You can find this option in documentation here.

            Another solution could be to use an official Cypress Docker image or installing the Xvfb package before running Cypress.

            Source https://stackoverflow.com/questions/69566772

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

            Vulnerabilities

            No vulnerabilities reported

            Install ACE

            In our code, most of the embeddings can be downloaded automatically (except ELMo for non-English languages). You can also download the embeddings manually. The embeddings we used in the paper can be downloaded here:. | Name | Link | | ------------------------------- | ---| |GloVe | nlp.stanford.edu/projects/glove| |fastText | github.com/facebookresearch/fastText| |ELMo | github.com/allenai/allennlp| |ELMo (Other languages) | github.com/TalSchuster/CrossLingualContextualEmb| |BERT | huggingface.co/bert-base-cased| |M-BERT | huggingface.co/bert-base-multilingual-cased| |BERT (Dutch) | huggingface.co/wietsedv/bert-base-dutch-cased| |BERT (German) | huggingface.co/bert-base-german-dbmdz-cased| |BERT (Spanish) | huggingface.co/dccuchile/bert-base-spanish-wwm-cased| |BERT (Turkish) | huggingface.co/dbmdz/bert-base-turkish-cased| |XLM-R | huggingface.co/xlm-roberta-large| |XLM-R (CoNLL 02 Dutch) | huggingface.co/xlm-roberta-large-finetuned-conll02-dutch| |XLM-R (CoNLL 02 Spanish) | huggingface.co/xlm-roberta-large-finetuned-conll02-spanish| |XLM-R (CoNLL 03 English) | huggingface.co/xlm-roberta-large-finetuned-conll03-english| |XLM-R (CoNLL 03 German) | huggingface.co/xlm-roberta-large-finetuned-conll03-german| |XLNet | huggingface.co/xlnet-large-cased|.

            Support

            Feel free to email your questions or comments to issues or to Xinyu Wang.
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/Alibaba-NLP/ACE.git

          • CLI

            gh repo clone Alibaba-NLP/ACE

          • sshUrl

            git@github.com:Alibaba-NLP/ACE.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link

            Reuse Pre-built Kits with ACE

            Consider Popular Natural Language Processing Libraries

            transformers

            by huggingface

            funNLP

            by fighting41love

            bert

            by google-research

            jieba

            by fxsjy

            Python

            by geekcomputers

            Try Top Libraries by Alibaba-NLP

            HiAGM

            by Alibaba-NLPPython

            KB-NER

            by Alibaba-NLPPython

            Multi-CPR

            by Alibaba-NLPPython

            MultilangStructureKD

            by Alibaba-NLPPython

            DAAT-CWS

            by Alibaba-NLPPython