readme: ---
  language: en
  tags:
  - MPNet
  
  license: apache-2.0
  
  dataset:
  - covid-19
  ---
  
  # CoQUAD_MPNet : MPNet model for COVID-19
  ## Introduction
  It is a state-of-the-art language model for MPNet for Covid-19 dataset with focus on post-covid.
  ## How to use for Deepset Haystack
  
  ```python
  # Load data
  
  from datasets import load_dataset
  
  dataset = load_dataset("shaina/covid19")
  
  # Haystack pipeline
  !sudo apt-get install git-lfs
  !git lfs install
  !git clone https://huggingface.co/shaina/CoQUAD_MPNet
  GIT_LFS_SKIP_SMUDGE=1
  
  from haystack.nodes import ElasticsearchRetriever
  retriever = ElasticsearchRetriever(document_store=document_store)
  reader = FARMReader(model_name_or_path="/content/drive/MyDrive/CoQUAD_MPNet", use_gpu=True)
  
  from haystack.pipelines import ExtractiveQAPipeline
  pipe = ExtractiveQAPipeline(reader, retriever)
  prediction = pipe.run(
      query="What is post-COVID?", params={"Retriever": {"top_k": 10}, "Reader": {"top_k": 5}}
  )
  from pprint import pprint
  pprint(prediction)
  ```
  ---
  ## Authors 
  Shaina Raza
  
   ---