xkovacsp1 / vinf

Searching in scientific papers

Patrik Kovács

Subject: Information retrieval

How to run

install dependencies - pip install -r requirements.txt
run elasticsearch docker image - docker run -p 9200:9200 -p 9300:9300 -e "discovery.type=single-node" docker.elastic.co/elasticsearch/elasticsearch:7.9.2
in order to preprocess dataset run command python preprocess.py -i inputFileToPreprocess -o preprocessedOutputFile
in order to import preprocessed data to elasticsearch run command python import_to_elastic.py -f fileToImport
in order to evaluate software run command python evaluate.py -i inputFileForEvaluation -o evaluationResultFile
in order to run REST service run command flask run

Usage of REST service

Input

• POST request to url: http://127.0.0.1:5000/find-similar-documents
• json body:

{
"title":"Plasmon Amplification through Stimulated Emission at Terahertz Frequencies in Graphene",
"use_universal_sentence_encoder":1,
"number_of_similar_documents":1
}

Output

• returns json body:

{
    "searched_document": {
        "abstract": "  We show that ...",
        "categories": [
            "cond-mat.mes-hall",
            "cond-mat.mtrl-sci"
        ],
        "title": "Plasmon Amplification through Stimulated Emission at Terahertz\n  Frequencies in Graphene"
    },
    "similar_documents": [
        {
            "_id": "4_jiN3YBzHz78cgcANnO",
            "_index": "papers",
            "_score": 1.6729777,
            "_source": {
                "abstract": " We report studies of...",
                "categories": [
                    "cond-mat.mes-hall"
                ],
                "title": "Cyclotron Resonance study of the electron and hole velocity in graphene\n  monolayers"
            },
            "_type": "_doc"
        }
    ]
}