haystack | open source NLP framework to interact with your data | Natural Language Processing library

 by   deepset-ai Python Version: v1.17.1 License: Apache-2.0

kandi X-RAY | haystack Summary

kandi X-RAY | haystack Summary

haystack is a Python library typically used in Artificial Intelligence, Natural Language Processing, Deep Learning, Pytorch, Bert applications. haystack has no bugs, it has a Permissive License and it has medium support. However haystack has 1 vulnerabilities and it build file is not available. You can install using 'pip install haystack' or download it from GitHub, PyPI.

Ask questions in natural language.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              haystack has a medium active ecosystem.
              It has 9144 star(s) with 1240 fork(s). There are 106 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 314 open issues and 1932 have been closed. On average issues are closed in 51 days. There are 35 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of haystack is v1.17.1

            kandi-Quality Quality

              haystack has 0 bugs and 0 code smells.

            kandi-Security Security

              OutlinedDot
              haystack has 1 vulnerability issues reported (1 critical, 0 high, 0 medium, 0 low).
              haystack code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              haystack 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

              haystack releases are available to install and integrate.
              Deployable package is available in PyPI.
              haystack 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.
              haystack saves you 3979 person hours of effort in developing the same functionality from scratch.
              It has 39326 lines of code, 1747 functions and 343 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed haystack and discovered the below as its top functions. This is intended to give you an instant insight into haystack implemented functionality, and help decide if they suit your requirements.
            • Execute an evaluation run
            • Append value to node_results
            • Send GET request
            • Get the configuration for the pipeline
            • Query a list of documents
            • Scale a score to a unit interval
            • Convert a result dict to a document
            • Return a list of the current property names
            • Updates the embedded embeddings
            • Convert logits into predictions
            • Writes a list of documents
            • Open a search index to a document store
            • Add eval data to the document
            • Export the user feedback data
            • Retrieve a single document
            • Retrieve documents matching query
            • Predict a batch of documents
            • Query documents by embedding
            • Retrieve a batch of documents
            • Perform a batch query
            • Create a document index
            • Evaluate the evaluation
            • Update embeddings for a given index
            • Get a Haystack model instance
            • Write a list of documents
            • Query documents using query
            Get all kandi verified functions for this library.

            haystack Key Features

            No Key Features are available at this moment for haystack.

            haystack Examples and Code Snippets

            Examples-Section: Slippery Slopes- Needles in a Haystack *
            Pythondot img1Lines of Code : 68dot img1License : Permissive (WTFPL)
            copy iconCopy
            x, y = (0, 1) if True else None, None
            
            >>> x, y  # expected (0, 1)
            ((0, 1), None)
            
            t = ('one', 'two')
            for i in t:
                print(i)
            
            t = ('one')
            for i in t:
                print(i)
            
            t = ()
            print(t)
            
            one
            two
            o
            n
            e
            tuple()
            
            ten_words_list = [
                "some",
                  
            Haystack,Running tests
            PHPdot img2Lines of Code : 3dot img2License : Permissive (MIT)
            copy iconCopy
            $ git clone ...
            $ composer install
            $ vendor/bin/phpunit
              
            Haystack,Install
            PHPdot img3Lines of Code : 1dot img3License : Permissive (MIT)
            copy iconCopy
            $ composer require ericpoe/haystack
              
            copy iconCopy
            public static int strStr(String haystack, String needle) {
                    int hayLength = haystack.length();
                    int needleLength = needle.length();
                    if (hayLength == needleLength) return haystack.equals(needle) ? 0 : -1;
                    if (needleLength  
            Find the KMP - String between haystack and needle .
            javadot img5Lines of Code : 22dot img5no licencesLicense : No License
            copy iconCopy
            public static int strStr_KMP(String haystack, String needle) {
                    int hayLength = haystack.length();
                    int needleLength = needle.length();
            
                    int[] lps = calculateLPS(needle);
                    int j = 0;
            
                    for (int i = 0; i < hayLen  
            Compares the needle in haystack .
            javadot img6Lines of Code : 20dot img6License : Permissive (MIT License)
            copy iconCopy
            public static void KMPmatcher(final String haystack, final String needle) {
                    final int m = haystack.length();
                    final int n = needle.length();
                    final int[] pi = computePrefixFunction(needle);
                    int q = 0;
                    for (int i   

            Community Discussions

            QUESTION

            Extract Json data from a countries.csv file on github, and create a seperate array of timezones
            Asked 2022-Apr-01 at 09:27

            Country.csv

            this is countries.csv file, and i want to extract all the timezones from it, which is its 14th colomn, and the data in there is not properly json formatted. I'm trying to parse the json but it failed. Actually, I want to create an array of timezones like this

            ...

            ANSWER

            Answered 2022-Apr-01 at 09:15

            Following code would do, what you aim.

            Please do not forget to mark this answer as ACCEPTED and thumbs up if it solves your problem, so that the work of the developers who help is appreciated and other developers can see in question list, that your question has already an accepted answer.

            Source https://stackoverflow.com/questions/71702525

            QUESTION

            regex from stringr::str_detect works, but the same regex from tidyselect::matches returns an error
            Asked 2022-Mar-31 at 19:38

            I'm confused about this inconsistency in the tidyverse and am not sure what's going on.

            Test data:

            ...

            ANSWER

            Answered 2022-Mar-31 at 19:38

            By default, perl = FALSE in matches according to ?tidyselect::matches

            matches(match, ignore.case = TRUE, perl = FALSE, vars = NULL)

            Source https://stackoverflow.com/questions/71698227

            QUESTION

            PureScript - Using Fat Arrow instead of Thin Arrow
            Asked 2022-Mar-31 at 13:34

            Consider the following PureScript code, a slightly modified version of an example from the handbook:

            ...

            ANSWER

            Answered 2022-Mar-31 at 13:30

            Array is not a type class, but a type.

            You accidentally put a fat arrow after Array a instead of a thin arrow, making it look like you were declaring a value of type Int with a constraint Array a rather than a function that takes an Array a as a parameter and returns an Int. This is how it should look:

            Source https://stackoverflow.com/questions/71692200

            QUESTION

            How to use metadata for document retrieval using Sentence Transformers?
            Asked 2022-Mar-26 at 10:57

            I'm trying to use Sentence Transformers and Haystack for document retrieval, focusing on searching documents on other metadata beside document text.

            I'm using a dataset of academic publication titles, and I've appended a fake publication year (which I want to use as a search term). From reading around I've combined the columns and just added a separator between the title and publication year, and included the column titles since I thought maybe this could add context. An example input looks like:

            title Sparsity-certifying Graph Decompositions [SEP] published year 1980

            I have a document store and method of retrieving here, based on this:

            ...

            ANSWER

            Answered 2022-Mar-26 at 10:57

            It sounds like you need metadata filtering rather than placing the year within the query itself. The FaissDocumentStore doesn't support filtering, I'd recommend switching to the PineconeDocumentStore which Haystack introduced in the v1.3 release a few days ago. It supports the strongest filter functionality in the current set of document stores.

            You will need to make sure you have the latest version of Haystack installed, and it needs an additional pinecone-client library too:

            Source https://stackoverflow.com/questions/71617889

            QUESTION

            django-machina search returns no result
            Asked 2022-Mar-25 at 14:39

            I have followed all the steps given in this Tutorial but the search feature for my project is not working. Whereas the example project given by django-machina is working fine with search. So can someone tell me what is the missing thing. I have also rebuild and updated the index. But still my search is not giving any results. It is always 0 results with no error.

            When i run the rebuild index command i get the following error

            ...

            ANSWER

            Answered 2022-Mar-25 at 14:39

            You can find the solution here. After adding settings please do python3 manage.py update_index or you can do it by code

            Source https://stackoverflow.com/questions/68895032

            QUESTION

            ModuleNotFoundError: No module named 'milvus'
            Asked 2022-Feb-15 at 19:23

            Goal: to run this Auto Labelling Notebook on AWS SageMaker Jupyter Labs.

            Kernels tried: conda_pytorch_p36, conda_python3, conda_amazonei_mxnet_p27.

            ...

            ANSWER

            Answered 2022-Feb-03 at 09:29

            I would recommend to downgrade your milvus version to a version before the 2.0 release just a week ago. Here is a discussion on that topic: https://github.com/deepset-ai/haystack/issues/2081

            Source https://stackoverflow.com/questions/70954157

            QUESTION

            Parsing a string containing code into a list / tree in python
            Asked 2022-Feb-11 at 11:40

            as the title suggests I'm trying to parse a piece of code into a tree or a list. First off I would like to thank for any contribution and time spent on this. So far my code is doing what I expect, yet I am not sure that this is the optimal / most generic way to do this.

            Problem 1. I want to have a more generic solution since in the future I am going to need further analysis of this sintax. 2. I am unable right now to separate the operators like '=' or '>=' as you can see below in the output I share. In the future I might change the content of the list / tree from strings to tuples so i can identify the kind of operator (parameter, comparison like = or >= ....). But this is not a real need right now. Research

            My first attempt was parsing the text character by character, but my code was getting too messy and barely readable, so I assumed that I was doing something wrong there (I don't have that code to share here anymore) So i started looking around how people where doing it and found some approaches that didn't necessarily fullfil the requirements of simplicity and generic. I would share the links to the sites but I didn't keep track of them.

            The Syntax of the code The syntax is pretty simple, after all I'm no interested in types or any further detail. just the functions and parameters. strings are defined as 'my string', variables as !variable and numbers as in any other language. Here is a sample of code: ...

            ANSWER

            Answered 2022-Feb-11 at 11:40

            You can use pyparsing to deal with such a case.
            * pyparsing can be installed by pip install pyparsing

            Code:

            Source https://stackoverflow.com/questions/71077227

            QUESTION

            Python: Unable to move between loops correctly
            Asked 2022-Feb-10 at 10:49

            I'm writing an image detection bot and as per the advice from a few members, I refactored some code and separated this section into its own function objectDetection I'm trying to do two things with the array image_list

            1. Iterate through the array and if any image is detected I want to immediately print "Avoided" to the terminal and restart the objectDetection function from the beginning of the array.

            I've tried to do this with the flag variable found_anything = True and break it hasn't worked.

            1. Iterate through the full array of images and if nothing at all is found, execute functionTwo()

            I tried to do this with the break at the end of my for i in image_list: loop, it also hasn't worked.

            So far I've tried....

            Reading through these three pages: Break out of two loops and two if statements - Python break out of two loops without disturbing the if statements after it in python Accessing the index in 'for' loops? and I tried both the variable flags and break statements but I can't get either to work.

            I also had a look at this: How to break out of multiple loops? but what is the difference between return and break in python? made me think in my case the top answer wouldn't be appropriate as I don't think I'm returning data outside of my function.

            Is there a way I can adapt this code to achieve my two uses cases above? Am I missing something obvious? I've been thought all the loop tutorials I can find and I'm still struggling, is this simply a difficult way I'm trying to design things? Or am I simply not getting it and should go back over some tutorials.

            ...

            ANSWER

            Answered 2022-Feb-10 at 10:49

            I'd refactor the whole thing but something like this answers the main question: Refactor your functions such that you can use 'Return' instead of 'Break'

            Source https://stackoverflow.com/questions/71052673

            QUESTION

            parameterizing SQL subquery in golang
            Asked 2022-Feb-10 at 07:00

            Please consider this question.

            I need to parameterize a SQL (sub) query in golang. Please consider the pseudo-code below or at https://go.dev/play/p/F-jZGEiDnsd

            The hayStack details come to me in an string slice lookIn and can vary. I need to search for %eedl% (needle) in all these haystacks.

            The code in the comment is how I currently handle it - I only parameterize the needle I am looking for.

            How do I parameterize the hayStacks as well?

            ...

            ANSWER

            Answered 2022-Feb-10 at 07:00

            Using just the standard library you can collect the haystack arguments and the needle argument into a single slice and then pass that to the Query method.

            For the SQL itself you can use the IN operator and generate its right hand side operand as a list of ? based on the number of haystacks.

            Source https://stackoverflow.com/questions/71059831

            QUESTION

            How to return for loop values without any html template in flask
            Asked 2022-Jan-28 at 10:04

            How to return for loop values without any html template in flask , in the below code I need to get all jokes values having multiple jokes route but i want them to be displayed as a list one below the other , currently the output I am getting is as a whole list item , I am aware i can use jinja for this but here i want to do without creating any html page

            ...

            ANSWER

            Answered 2022-Jan-28 at 09:55

            you can use this function, adding a
            separator between each joke:

            Source https://stackoverflow.com/questions/70891038

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

            Vulnerabilities

            No vulnerabilities reported

            Install haystack

            Ask questions in natural language.
            Ask questions in natural language and find granular answers in your documents.
            Perform semantic search and retrieve documents according to meaning, not keywords
            Use off-the-shelf models or fine-tune them to your domain.
            Use user feedback to evaluate, benchmark, and continuously improve your live models.
            Leverage existing knowledge bases and better handle the long tail of queries that chatbots receive.
            Automate processes by automatically applying a list of questions to new documents and using the extracted answers.
            You can install a basic version of Haystack's latest release by using pip. This command will install everything needed for basic Pipelines that use an Elasticsearch Document Store. If you plan to be using more advanced features like Milvus, FAISS, Weaviate, OCR or Ray, you will need to install a full version of Haystack. The following command will install the latest version of Haystack from the master branch.
            [all] with [sql,only-faiss,only-milvus1,weaviate,graphdb,crawler,preprocessing,ocr,onnx,ray,dev]
            [all-gpu] with [sql,only-faiss-gpu,only-milvus1,weaviate,graphdb,crawler,preprocessing,ocr,onnx-gpu,ray,dev]

            Support

            There is a very vibrant and active community around Haystack which we are regularly interacting with! If you have a feature request or a bug report, feel free to open an issue in Github. We regularly check these and you can expect a quick response. If you'd like to discuss a topic, or get more general advice on how to make Haystack work for your project, you can start a thread in Github Discussions or our Slack channel. We also check Twitter and Stack Overflow.
            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/deepset-ai/haystack.git

          • CLI

            gh repo clone deepset-ai/haystack

          • sshUrl

            git@github.com:deepset-ai/haystack.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

            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 deepset-ai

            FARM

            by deepset-aiPython

            haystack-tutorials

            by deepset-aiJupyter Notebook

            haystack-demos

            by deepset-aiPython

            rasa-haystack

            by deepset-aiPython

            haystack-website

            by deepset-aiTypeScript