haystack | open source NLP framework to interact with your data | Natural Language Processing library
kandi X-RAY | haystack Summary
kandi X-RAY | haystack Summary
Ask questions in natural language.
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Top functions reviewed by kandi - BETA
- 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
haystack Key Features
haystack Examples and Code Snippets
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",
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
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
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
Trending Discussions on haystack
QUESTION
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 09:15Following 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.
QUESTION
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 19:38By default, perl = FALSE
in matches
according to ?tidyselect::matches
matches(match, ignore.case = TRUE, perl = FALSE, vars = NULL)
QUESTION
Consider the following PureScript code, a slightly modified version of an example from the handbook:
...ANSWER
Answered 2022-Mar-31 at 13:30Array
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:
QUESTION
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 10:57It 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:
QUESTION
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 14:39You can find the solution here. After adding settings please do python3 manage.py update_index
or you can do it by code
QUESTION
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 09:29I 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
QUESTION
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. ResearchMy 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 11:40You can use pyparsing to deal with such a case.
* pyparsing
can be installed by pip install pyparsing
QUESTION
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
- 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.
- 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 10:49I'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'
QUESTION
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 07:00Using 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.
QUESTION
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 09:55you can use this function, adding a
separator between each joke:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install haystack
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]
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