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from .latent_semantic_indexing import LatentSemanticIndexing
from .bert import Bert
from .biobert import BioBert
from .bert_qa import BertQA
from .sbert import SBert
from .sentiment_analysis_vader import SentimentAnalysisVader
from .sentiment_analysis_text_blob import SentimentAnalysisTextBlob
from .model_wrapper import ModelWrapper
from .tfidf_vectorizer import TfidfVectorizer

from .test import Test

"model_types": {
        "LatentSemanticIndexing" : {
            "enabled": true,
            "input_data_as_tokens": false,
            "model_names": ["lsi"]
        },
        "Bert": {
            "enabled": false,
            "input_data_as_tokens": false,
            "model_names": ["bert-base-uncased"],
            "default_model": "bert-base-uncased"
        },
		"BioBert": {
             "enabled": false,
             "input_data_as_tokens": false,
             "model_names": ["biobert-base-cased-v1.2"],
             "default_model": "biobert-base-cased-v1.2"
        },         "BertQA": {
            "enabled": false,
            "input_data_as_tokens": false,
            "model_names": ["bert-large-uncased-whole-word-masking-finetuned-squad"],
            "default_model": "bert-large-uncased-whole-word-masking-finetuned-squad"
        },
        "SBert": {
            "enabled": true,
            "input_data_as_tokens": false,
            "model_names": ["bert-base-nli-stsb-mean-tokens", "bert-base-nli-mean-tokens", "distilbert-base-nli-stsb-mean-tokens"],
            "default_model": "bert-base-nli-stsb-mean-tokens"
        },
        "SentimentAnalysisVader": {
            "enabled": true,
            "input_data_as_tokens": false,
            "model_names": ["vader"]
        },
        "SentimentAnalysisTextBlob": {
            "enabled": true,
            "input_data_as_tokens": false,
            "model_names": ["textBlob"]
        },
        "TfidfVectorizer": {
            "enabled": true,
            "input_data_as_tokens": false,
            "model_names": ["Tfidf"]
        },
		"Test" {
			"enabled": true,
			"input_data_as_tokens": false,
			"model_names": ["test"]
        }
    }