GRACE | paper titled GRACE : Gradient | Predictive Analytics library

 by   ArrowLuo Python Version: Current License: Apache-2.0

kandi X-RAY | GRACE Summary

kandi X-RAY | GRACE Summary

GRACE is a Python library typically used in Analytics, Predictive Analytics, Pytorch, Neural Network applications. GRACE has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However GRACE build file is not available. You can download it from GitHub.

The implementation of Findings of EMNLP 2020 paper titled. GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis. Huaishao Luo, Lei Ji, Tianrui Li, Nan Duan, Daxin Jiang. Findings of EMNLP, 2020. This paper proposes a GRadient hArmonized and CascadEd labeling model (GRACE) to solve aspect term extraction (ATE) and aspect sentiment classification (ASC) tasks. The imbalance issue of labels in sentiment analysis is involved in this paper. The main structure of our GRACE.
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            kandi-support Support

              GRACE has a low active ecosystem.
              It has 12 star(s) with 1 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 4 have been closed. On average issues are closed in 9 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of GRACE is current.

            kandi-Quality Quality

              GRACE has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              GRACE 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

              GRACE releases are not available. You will need to build from source code and install.
              GRACE has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              GRACE saves you 1668 person hours of effort in developing the same functionality from scratch.
              It has 3700 lines of code, 277 functions and 12 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed GRACE and discovered the below as its top functions. This is intended to give you an instant insight into GRACE implemented functionality, and help decide if they suit your requirements.
            • Parse input parameter
            • Get a logger
            • Create a vocabulary from a pretrained model
            • Download a file from the cache
            • Return the path to a file
            • Wrapper around http get
            • Evaluate a single epoch
            • Returns the logits of the decoder
            • Calculate the span representation
            • Calculate the self - attention representation
            • Compute the loss function
            • Calculate the weight of the gradient
            • Calculate the gradient of the CE
            • Train a single epoch
            • Tokenize text
            • Prepare optimizer
            • Create a pre - trained decoder from a pretrained model
            • Calculates predictions for the given epoch
            • Compute the attention matrix
            • Loads data from a train
            • Load data from an ATEASCESS dataset
            • Compute the cross entropy
            • Load a pretrained model
            • Convert a CRF output into a tensor
            • Forward the layer
            • Save a trained model
            Get all kandi verified functions for this library.

            GRACE Key Features

            No Key Features are available at this moment for GRACE.

            GRACE Examples and Code Snippets

            No Code Snippets are available at this moment for GRACE.

            Community Discussions

            QUESTION

            How to reformat a corrupt json file with escaped ' and "?
            Asked 2021-Jun-13 at 11:41

            Problem

            I have a large JSON file (~700.000 lines, 1.2GB filesize) containing twitter data that I need to preprocess for data and network analysis. During the data collection an error happend: Instead of using " as a seperator ' was used. As this does not conform with the JSON standard, the file can not be processed by R or Python.

            Information about the dataset: Every about 500 lines start with meta info + meta information for the users, etc. then there are the tweets in json (order of fields not stable) starting with a space, one tweet per line.

            This is what I tried so far:

            1. A simple data.replace('\'', '\"') is not possible, as the "text" fields contain tweets which may contain ' or " themselves.
            2. Using regex, I was able to catch some of the instances, but it does not catch everything: re.compile(r'"[^"]*"(*SKIP)(*FAIL)|\'')
            3. Using literal.eval(data) from the ast package also throws an error.

            As the order of the fields and the legth for each field is not stable I am stuck on how to reformat that file in order to conform to JSON.

            Normal sample line of the data (for this options one and two would work, but note that the tweets are also in non-english languages, which use " or ' in their tweets):

            ...

            ANSWER

            Answered 2021-Jun-07 at 13:57

            if the ' that are causing the problem are only in the tweets and desciption you could try that

            Source https://stackoverflow.com/questions/67872063

            QUESTION

            overlay2 driver not supported
            Asked 2021-Jun-13 at 01:12

            I am running a GitHub agent inside AKS cluster with Docker installed. I can run it successfully with VFS storage driver, however I want to use Overlay 2 because it's faster. I get the following message:

            ...

            ANSWER

            Answered 2021-Jun-13 at 01:12
            overlay        overlay   49G   20G   29G  41% /
            

            Source https://stackoverflow.com/questions/67953609

            QUESTION

            `ModuleNotFoundError: No module named 'psutil'` when import psutil module
            Asked 2021-Jun-11 at 15:18

            In my flask project, I use uwsgi run it.

            in my project there has import psutil.

            off course I installed latest psutil in my venv:

            ...

            ANSWER

            Answered 2021-Jun-11 at 15:11

            Your problem is that uwsgi is not being run from inside the vent. To do so run the application with:

            Source https://stackoverflow.com/questions/67938566

            QUESTION

            How do I ensure a double input in a TextField? (Swift)
            Asked 2021-Jun-11 at 05:24

            New to Swift here. I'm making an application that will take a price from the user through a TextField, and calculate the tip. In order for it to not crash, I want it to only take a valid double but I'm unsure on how to do so.

            Button function handling this process:

            ...

            ANSWER

            Answered 2021-Jun-11 at 05:24

            You generally want to avoid forced unwrapping for the reason you identified -- invalid entries will crash your app. Double(user_bill_input_text) won't crash your app by itself if the user's input isn't a Double. The return type of casting to Double from a String is an optional Double, and its value will simply be nil if one of the invalid entry conditions you identified occurs.

            Then, you can use a guard statement, in which the rest of the function will execute if the value is non-nil. If it is, you can set an error condition and exit the function safely.

            Source https://stackoverflow.com/questions/67930601

            QUESTION

            How can I properly kill a celery task in a kubernetes environment?
            Asked 2021-Jun-08 at 21:10

            How can I properly kill celery tasks running on containers inside a kubernetes environment? The structure of the whole application (all written in Python) is as follows:

            1. A SDK that makes requests to our API;

            2. A Kubernetes structure with one pod running the API and other pods running celery containers to deal with some long-running tasks that can be triggered by the API. These celery containers autoscale.

            Suppose we call a SDK method that in turn makes a request to the API that triggers a task to be run on a celery container. What would be the correct/graceful way to kill this task if need be? I am aware that celery tasks have a revoke() method, but I tried using this approach and it did not work, even using terminate=True and signal=signal.SIGKILL (maybe this has something to do with the fact that I am using Azure Service Bus as a broker?)

            Perhaps a mapping between a celery task and its corresponding container name would help, but I could not find a way to get this information as well.

            Any help and/or ideas would be deeply appreciated.

            ...

            ANSWER

            Answered 2021-Mar-30 at 13:32

            The solution I found was to write to file shared by both API and Celery containers. In this file, whenever an interruption is captured, a flag is set to true. Inside the celery containers I keep periodically checking the contents of such file. If the flag is set to true, then I gracefully clear things up and raise an error.

            Source https://stackoverflow.com/questions/66799974

            QUESTION

            How to solve project Error: Element type is invalid?
            Asked 2021-Jun-08 at 08:48

            Hello, guys!

            I'm working with this repository and can't start an Expo project. Here is the full mistake:

            Error: Element type is invalid: expected a string (for built-in components) or a class/function (for composite components) but got: undefined. You likely forgot to export your component from the file it's defined in, or you might have mixed up default and named imports.

            Check the render method of App.

            package.json:

            ...

            ANSWER

            Answered 2021-Jun-05 at 19:40

            Have you tried deleting your node modules and reinstalling the project? Sometimes I get this error and that fixes it.

            Source https://stackoverflow.com/questions/67852735

            QUESTION

            Embedded tomcat running as windows service takes long time to stop the service
            Asked 2021-Jun-07 at 17:57

            I've an executable jar file that uses embedded tomcat(9.0.44). And its running as windows service (named "MyApp Test Service") with the apache prunsrv utility. But when I try to stop the service it takes some time (more than one minute) to stop the service. But starting the service is pretty quick. I can confirm that the stop() method of the tomcat completes quickly. I suspect there is something else within the prunsrv which waits and takes time to stop the service. Please help to understand what is going on and how to resolve this(stop service right away after executing tomcat.stop())

            • Registering the service - C:\ServiceTest\prunsrv.exe" "//RS//MyApp Test Service"
            • Startup class and method : com.samples.myapp.TestEmbeddedServer::main
            • Shutdown class and method : com.samples.myapp.TestEmbeddedServer::stop

            TomcatEmbeddedServer .java

            ...

            ANSWER

            Answered 2021-Jun-07 at 17:57

            Since Tomcat version 9.0.14 an utility executor has been introduced:

            Add a scheduled executor to the Server, which can be used to process periodic utility tasks. The utility threads are non daemon by default. (remm)

            Its threads are intentionally non daemon so that a server stop() does not close the JVM. To entirely stop the server you must use destroy():

            Source https://stackoverflow.com/questions/67804452

            QUESTION

            Terraform skip null for_each
            Asked 2021-Jun-07 at 07:17

            I am setting tags to AMI. I have ubuntu and EKS AMI, where EKS AMI needs to be set with k8s version, containerd etc which are not required for other OS. I have declared all variables that are EKS specific to default to null in an assumption that they will skipped while I run for_each but it errors out. Here is the code and error.

            ...

            ANSWER

            Answered 2021-Jun-07 at 07:17

            Assuming that default_tags (not shown in your question) is similar to your local.tag, you could do the following:

            Source https://stackoverflow.com/questions/67863097

            QUESTION

            Hyperledger Blockchain Explorer-Fail to connect before the deadline on Endorser, fail to connect to remote gRPC server
            Asked 2021-Jun-06 at 00:15

            I am trying to set up a Hyperledger Fabric Network with Hyperledger Explorer. I spin up a VM on the digital ocean cloud with ubuntu OS. From there, I spin up 3 orderers node, and 2 peers node. Which result in total of 5 nodes. (I am using RAFT setup).

            However, I encounter the error as below when trying to start the hyperledger fabric explorer docker-container images.

            Error: ...

            ANSWER

            Answered 2021-Feb-20 at 23:54

            All configurations seems good, however you have to upgrade explorer version to be compatible with hyperledger fabric version.

            So please use v1.1.4 instead of v1.1.1

            Also make sure that you have mounted crypto config correctly, try to access this path inside the container /tmp/crypto/peerOrganizations/acme.com/tlsca/tlsca.acme.com-cert.pem

            Try to change tlsCACerts path to use peer tls ca.crt /tmp/crypto/peerOrganizations/acme.com/peers/peer1.acme.com/tls/ca.crt

            You have mentioned that the same configurations works with hyperledger fabric v2, if you have tried it locally not on the same server so I please disable the firewall on the server and give it a try

            To check if you can reach domain and port please try this

            cat > /dev/tcp/peer1.acme.com/7051

            Check this https://support.bluemedora.com/s/article/Using-Bash-to-test-if-a-TCP-port-on-a-remote-system-is-open

            Source https://stackoverflow.com/questions/66256188

            QUESTION

            AttributeError: 'list' object has no attribute 'data_filter'
            Asked 2021-Jun-05 at 18:57

            I want to make a Telegram bot to notify korea school meal but It has a problem

            AttributeError: 'list' object has no attribute 'data_filter'

            I tried to modify the source code, but I was quite a beginner, so another error occurred when I tried to modify it. I'm sorry to write such an unhelpful word.

            koreans are not the cause of the error

            ...

            ANSWER

            Answered 2021-Jun-05 at 18:55

            You are converting Filters.text to a list. Remove the square brackets in MessageHandler method.

            Source https://stackoverflow.com/questions/67852882

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

            Vulnerabilities

            No vulnerabilities reported

            Install GRACE

            You can download it from GitHub.
            You can use GRACE like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            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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