1.1 base code

.dvc/config

@@ -0,0 +1,4 @@
+[core]
+    remote = myremote
+['remote "myremote"']
+    url = gdrive://1VdeltffAXhu7LeIJgHGVCvtRAeKOUI3P

.gitignore

@@ -1,2 +1,3 @@
 env
 .env
+/model

Dockerfile

@@ -1,10 +1,9 @@
 FROM public.ecr.aws/lambda/python:3.9
 WORKDIR ${LAMBDA_TASK_ROOT}
 COPY requirements.txt .
-RUN pip install -r requirements.txt
 RUN pip install --no-cache-dir -r requirements.txt
 COPY app.py ./
-COPY data/raw/data.csv ./data/raw/
-COPY models/similarity.pkl ./models/
+COPY .env ./
+COPY model/ ./model/
 COPY templates/ ./templates/
 CMD ["app.handler"]

app.py

@@ -3,6 +3,7 @@
 import awsgi
 import pandas as pd
 from dotenv import load_dotenv
+from googletrans import Translator
 from googleapiclient.discovery import build
 from flask import Flask, render_template, request, render_template_string
 
@@ -89,5 +90,16 @@ def index():
 
     return render_template('index.html')
 
+def detect_and_translate(text):
+    translator = Translator()
+
+    detection = translator.detect(text)
+
+    if detection.lang != 'en':
+        translation = translator.translate(text, dest='en')
+        return translation.text
+    else:
+        return text
+
 if __name__ == "__main__":
     app.run(debug=True)

evaluation_results.txt

@@ -0,0 +1,2 @@
+Loss: 0.23659615218639374
+Accuracy: 0.921999990940094