feat: Added application file

config/config.ini

@@ -1,6 +1,6 @@
 [data]
-data_dir = .\data\data.json
-possible_labels_dir = .\data\possible_labels.json
+data_dir = https://huggingface.co/spaces/kubrabuzlu/SentimentAndIntentionAnalysis/blob/main/data
+possible_labels_dir = https://huggingface.co/spaces/kubrabuzlu/SentimentAndIntentionAnalysis/blob/main/data/possible_labels.json
 
 [model]
 name = facebook/bart-large-mnli

src/api.py

@@ -2,33 +2,8 @@ import configparser
 
 from fastapi import FastAPI
 from pydantic import BaseModel
+from .SentimentAndIntentionAnalysis import ZeroShotClassifier
 from .data_loader import *
-from transformers import pipeline, BartTokenizer, BartForSequenceClassification
-class ZeroShotClassifier:
-
-    def __init__(self, model_name, sentiment_labels, intention_labels):
-        self.model = self.create_model(model_name)
-        self.model_name = model_name
-        self.sentiment_labels = sentiment_labels
-        self.intention_labels = intention_labels
-
-    def create_model(self, model_name):
-        # Create Model
-        tokenizer = BartTokenizer.from_pretrained(model_name)
-        model = BartForSequenceClassification.from_pretrained(model_name)
-        classifier = pipeline("zero-shot-classification", model=model, tokenizer=tokenizer)
-        return classifier
-
-    def analyze_text(self, text):
-        # Sentiment analysis
-        sentiment_result = self.model(text, self.sentiment_labels)
-        sentiment = sentiment_result["labels"][0]
-
-        # Intention analysis
-        intention_result = self.model(text, self.intention_labels)
-        intention = intention_result["labels"][0]
-
-        return {"sentiment": sentiment, "intention": intention}
 
 # Initialize FastAPI app
 app = FastAPI()

src/data_loader.py

@@ -3,7 +3,7 @@ import json
 def get_config():
     # Read config
     config = configparser.ConfigParser()
-    config.read(r".\config\config.ini")
+    config.read(r"https://huggingface.co/spaces/kubrabuzlu/SentimentAndIntentionAnalysis/tree/main/config/config.ini")
 
     # Get model_name
     model_name = config["model"]["name"]