From 0ad05bb8246722f7a28666538d7037bc26fddf90 Mon Sep 17 00:00:00 2001
From: Merrilee Montgomery <109876041+CappucciNOPE@users.noreply.github.com>
Date: Fri, 3 May 2024 01:54:33 -0500
Subject: [PATCH] Add files via upload

---
 nlp/app/forms.py  |  2 +-
 nlp/app/routes.py | 14 ++++++++------
 2 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/nlp/app/forms.py b/nlp/app/forms.py
index 5395597..d24e357 100644
--- a/nlp/app/forms.py
+++ b/nlp/app/forms.py
@@ -6,7 +6,7 @@ class MyForm(FlaskForm):
 	class Meta:  # Ignoring CSRF security feature.
 		csrf = False
 
-	input_field = StringField(label='input headline:', id='input_field',
+	input_field = StringField(label='input text:', id='input_field',
 							  validators=[DataRequired()], 
 							  render_kw={'style': 'width:50%'})
 	submit = SubmitField('Submit')
\ No newline at end of file
diff --git a/nlp/app/routes.py b/nlp/app/routes.py
index 9d54e5a..6dffe8a 100644
--- a/nlp/app/routes.py
+++ b/nlp/app/routes.py
@@ -3,14 +3,16 @@
 from . import app
 from .forms import MyForm
 from .. import clf_path
+from ..cli import clf
 import torch
 import pickle
 import sys
+import torch
 
-clf = pickle.load(open(clf_path, 'rb'))
+clf.load_state_dict(torch.load(clf_path))
 print('read clf %s' % str(clf))
 #print('read vec %s' % str(vec))
-labels = ['not_hate', 'implicit_hate','explicit_hate']
+labels = ['implicit_hate','not_hate','explicit_hate']
 sbert384 = SentenceTransformer("all-MiniLM-L6-v2")
 
 ##@app.route('/index', methods=['GET', 'POST'])
@@ -20,12 +22,12 @@ def index():
 	result = None
 	if form.validate_on_submit():
 		input_field = form.input_field.data
-		X = sbert384.encode(input_field)
+		X = torch.tensor(sbert384.encode(input_field),dtype=torch.float64)
 		proba = clf.forward(X)
-		print("Probability Not Hate: "+proba[0]+"\nProbability Implicit Hate: "+proba[1]+"\nProbability Explicit Hate: "+proba[2])
-		proba = torch.argmin(proba)
+		print("Probability Not Hate: "+str(proba[0].item())+"\nProbability Implicit Hate: "+str(proba[1].item())+"\nProbability Explicit Hate: "+str(proba[2].item()))
+		pred = torch.argmax(proba)
 		# flash(input_field)
 		return render_template('myform.html', title='', form=form, 
-								prediction="Most Likely: "+labels[pred], confidence='%.2f' % proba)
+								prediction=labels[pred], confidence='%.2f' % proba[pred])
 		#return redirect('/index')
 	return render_template('myform.html', title='', form=form, prediction=None, confidence=None)