insight | Repository for Project Insight : NLP as a Service | Natural Language Processing library

 by   abhimishra91 Python Version: Current License: GPL-3.0

kandi X-RAY | insight Summary

kandi X-RAY | insight Summary

insight is a Python library typically used in Artificial Intelligence, Natural Language Processing, Pytorch, Bert, Fastapi, Docker, Swagger applications. insight has no vulnerabilities, it has a Strong Copyleft License and it has high support. However insight has 1 bugs and it build file is not available. You can download it from GitHub.

Project Insight is designed to create NLP as a service with code base for both front end GUI (streamlit) and backend server (FastApi) the usage of transformers models on various downstream NLP task.
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            kandi-support Support

              insight has a highly active ecosystem.
              It has 290 star(s) with 43 fork(s). There are 12 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 4 open issues and 4 have been closed. There are no pull requests.
              It has a positive sentiment in the developer community.
              The latest version of insight is current.

            kandi-Quality Quality

              insight has 1 bugs (0 blocker, 0 critical, 1 major, 0 minor) and 6 code smells.

            kandi-Security Security

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

            kandi-License License

              insight is licensed under the GPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              insight releases are not available. You will need to build from source code and install.
              insight has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              insight saves you 200 person hours of effort in developing the same functionality from scratch.
              It has 492 lines of code, 38 functions and 22 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed insight and discovered the below as its top functions. This is intended to give you an instant insight into insight implemented functionality, and help decide if they suit your requirements.
            • Summarize the text
            • Run inference on the given text
            • Preprocess the text
            • Tokenize text
            • Computes the sentiment of an item
            • Return the value corresponding to a predicate
            • Infer the sentiment of the input text
            • Tokenize the input text
            • Convenience function for classification
            • Return the value corresponding to a pred
            • Infer topic class
            • Tokenize input_text
            • Performs named entity classification
            • Preprocess the text
            • Run spacy inference
            • Runs an inference endpoint
            • Generate dynamic element
            • Get list of models
            • List of static elements
            Get all kandi verified functions for this library.

            insight Key Features

            No Key Features are available at this moment for insight.

            insight Examples and Code Snippets

            No Code Snippets are available at this moment for insight.

            Community Discussions

            QUESTION

            Application Insights starttrackevent stopstrackevent across pages in a single session
            Asked 2021-Jun-15 at 22:35

            I am having trouble tracking down documentation on this, so hoping someone knows as I am not able to get application insights to capture telemetry on starttrackevent and stopstrackevent across pages. This is an asp.net mvc application, so SPA is not in play here.

            I am worried I may be doing something incorrectly, however the likely case is it doesn't support it.

            Flow:

            • user hits site for the first time
            • user does action that triggers startTrackEvent("eventName");
            • user navigates to a new page
            • user does action that triggers stopTrackEvent("eventName");

            -- from the appInsights readme https://github.com/microsoft/ApplicationInsights-JS/blob/master/README.md

            appInsights.startTrackEvent("event");

            appInsights.stopTrackEvent("event", null, {customProp1: "some value"});

            ...

            ANSWER

            Answered 2021-Jun-15 at 22:35

            Not per documentation, but via testing, can confirm that when a new page loads, appInsights will not persist start/stoptrackevent.

            Source https://stackoverflow.com/questions/67929386

            QUESTION

            Add work item field to only one board in a project in Azure DevOps
            Asked 2021-Jun-15 at 20:13

            There are multiple development teams in an area of the organization that work closely together. Each has its own Azure DevOps board under the same Azure DevOps project. All boards inherit from the same Azure DevOps process.

            One team would like to add a field to a work item type, but only show that field on their board. The field would not appear on the same work item type on the other teams' boards.

            Is this possible? Microsoft has good documentation for Azure DevOps but I can't find anything that speaks to this, and I can't accomplish it myself in the UI. Thank you for any insights.

            ...

            ANSWER

            Answered 2021-Jun-15 at 20:13

            If you add a new field to a work item type of some team project, this field will be available for all project teams.

            Each team can customize the card view on each board (backlog or sprint): Add fields to cards, Customize fields

            Additionally, you can use process rules to hide fields (Hide or restrict modification of a field based on a user or group) as Matt mentioned. You can find each team as a group [Team Project]\Team Name in the conditions section.

            Source https://stackoverflow.com/questions/67990682

            QUESTION

            Multiple requests causing program to crash (using BeautifulSoup)
            Asked 2021-Jun-15 at 19:45

            I am writing a program in python to have a user input multiple websites then request and scrape those websites for their titles and output it. However, when the program surpasses 8 websites the program crashes every time. I am not sure if it is a memory problem, but I have been looking all over and can't find any one who has had the same problem. The code is below (I added 9 lists so all you have to do is copy and paste the code to see the issue).

            ...

            ANSWER

            Answered 2021-Jun-15 at 19:45

            To avoid the page from crashing, add the user-agent header to the headers= parameter in requests.get(), otherwise, the page thinks that your a bot and will block you.

            Source https://stackoverflow.com/questions/67992444

            QUESTION

            How to Paste object data to google sheet?
            Asked 2021-Jun-15 at 19:00

            How can I paste the data (row and column) passed by the function makeRequest to google sheet.

            I am retrieving the data from HTML storing that into an object and passing that object like this makeRequest(facebookAccountData).

            I can use something like this below to paste data (row and column) to sheet but in my case user will define which fields he requires. So I want to make this dynamic which I am not able do so.

            ...

            ANSWER

            Answered 2021-Jun-11 at 07:25

            In your situation, how about the following modification? I thought that when setValues is used instead of appendRow, the process cost will be able to be reduced a little. Ref

            From:

            Source https://stackoverflow.com/questions/67932531

            QUESTION

            Do Vue.js render functions allow return of an array of VNodes?
            Asked 2021-Jun-15 at 18:46

            I am working on extending a Vue.js frontend application. I am currently inspecting a render function within a functional component. After looking over the docs, I had the current understanding that the render function within the functional component will return a single VNode created with CreateElement aka h. My confusion came when I saw a VNode being returned as an element in an array. I could not find any reference to this syntax in the docs. Does anyone have any insight?

            ...

            ANSWER

            Answered 2021-Jun-15 at 15:37

            It seems this was implemented in:

            https://github.com/vuejs/vue/commit/c7c13c2a156269d29fd9c9f8f6a3e53a2f2cac3d

            This was a result of an issue raised in 2018 (https://github.com/vuejs/vue/issues/8056) , because this.$scopedSlots.default() returned both a VNode or an array of VNodes depending on the content.

            The main argument was that this is inconsistent with how regular slots behave in render functions, and means any render function component rendering scoped slots as children needs to type check the result of invoking the slot to decide if it needs to be wrapped in an array

            So Evan comments on the issue thread here, explaining that this.$scopedSlots.default would always return Arrays beginning v2.6 to allow for consistency, but to avoid breaking changes for how $scopedSlots was being used, the update would also allow return of an Array of a single VNode from render functions as well.

            Source https://stackoverflow.com/questions/67987315

            QUESTION

            How to read a file from within a move FnMut closure that runs multiple times?
            Asked 2021-Jun-15 at 16:56

            I'm using glutin and so have a move closure for my program's main loop and I'm trying to play an audio file with the rodio crate. With the following code everything works and I get one beep every time the program loops:

            ...

            ANSWER

            Answered 2021-Jun-15 at 16:27
            The Problem

            Basically, the problem at hand is that rodio::Decoder::new consumes the value which it reads from (well, actually it is already consumed by BufReader::new). So, if you have a loop or a closure that can be called multiple times, you have to come up with a fresh value each time. This what File::open does in your first code snipped.

            In your second code snipped, you only create a File once, and then try to consume it multiple times, which Rust's ownership concept prevents you from doing.

            Also notice, that using reference is sadly not really an option with rodio since the decoders must be 'static (see for instance the Sink::append trait bound on S).

            The Solution

            If you think your file system is a bit slow, and you want to optimize this, then you might actually want to read the entire file up-front (which File::open doesn't do). Doing this should also provide you with a buffer (e.g. a Vec) that you can clone, and thus allows to repeatedly create fresh values that can be consumed by the Decoder. Here is an example doing this:

            Source https://stackoverflow.com/questions/67988070

            QUESTION

            How to pass multiple inputs into a single query?
            Asked 2021-Jun-15 at 15:01

            In my app I want the user to mention how many columns he wants for the table and then enter the data for those columns and create a table with those values. Here is what I have:

            ...

            ANSWER

            Answered 2021-Jun-15 at 15:01

            You can name your input-fields as an array like: And get it with var_dump($_POST['col_name']);

            In your example you could do like this:

            Source https://stackoverflow.com/questions/67988425

            QUESTION

            convert a nested numpy array to 2D array
            Asked 2021-Jun-15 at 12:23

            I have a numpy array of shape (120,1). The second dimension is a string of numbers for example:

            ...

            ANSWER

            Answered 2021-Jun-14 at 10:15

            Cast a string as a list and it will give you a list of characters, then you can use list comprehension like this:

            Source https://stackoverflow.com/questions/67968247

            QUESTION

            Gradle Multi-Project Build with JaCoCo Code Coverage fails when using Spring Boot
            Asked 2021-Jun-15 at 08:06

            ANSWER

            Answered 2021-Jun-01 at 20:54

            Just do that and you will be fine (all external classes will be excluded):

            Source https://stackoverflow.com/questions/66265413

            QUESTION

            What are the different use cases for AWS VPC in the area of Data Analytics?
            Asked 2021-Jun-15 at 07:40

            I am new to AWS VPC and exploring everything about it. I understood that VPC is majorly used to have a secure and isolated environment. What are the different use cases for AWS VPC in the area of Data Analytics? I have a data lake pipeline currently which is as follows:

            1. Extract data using APIs
            2. Store raw data in S3
            3. Create Lambda functions or Glue Jobs to perform business metrics
            4. Store metric outputs in S3
            5. Create tables in Athena for all the data stored in S3
            6. Import tables in Quicksight to produce business insights from visuals

            In this process how can VPC be used or make this process efficient/better?

            ...

            ANSWER

            Answered 2021-Jun-15 at 07:40

            The services you mention (mostly) live outside of VPCs.

            VPCs are used for services that use virtual computers, such as Amazon EC2 computers and Amazon RDS databases.

            By using services that don't involve specific 'computers' (such as Amazon S3, Athena, QuickSight) you can take advantage of much lower costs, paying only what you use. These services do not mimic traditional servers and therefore don't need VPCs. All the networking complexity is hidden and you can concentrate on using the service instead of running a network.

            Yes, VPCs add extra security, but that's only because resources on a VPC need securing due to potential security holes. The services you mention are all secured via IAM and do not expose themselves outside the published APIs.

            Source https://stackoverflow.com/questions/67981408

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

            Vulnerabilities

            No vulnerabilities reported

            Install insight

            Clone the Repo.
            Run the Docker Compose to spin up the Fastapi based backend service.
            Run the Streamlit app with the streamlit run command.
            Access to Fastapi Documentation: Since this is a microservice based design, every NLP task has its own seperate documentation.
            Download the models Download the models from here Save them in the specific model folders inside the src_fastapi folder.
            Running the backend service. Go to the src_fastapi folder Run the Docker Compose comnand $ cd src_fastapi src_fastapi:~$ sudo docker-compose up -d
            Running the frontend app. Go to the src_streamlit folder Run the app with the streamlit run command $ cd src_streamlit src_streamlit:~$ streamlit run NLPfily.py
            Access to Fastapi Documentation: Since this is a microservice based design, every NLP task has its own seperate documentation News Classification: http://localhost:8080/api/v1/classification/docs Sentiment Analysis: http://localhost:8080/api/v1/sentiment/docs NER: http://localhost:8080/api/v1/ner/docs Summarization: http://localhost:8080/api/v1/summary/docs

            Support

            Access to Fastapi Documentation: Since this is a microservice based design, every NLP task has its own seperate documentation.
            Find more information at:

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