Update app.py

app.py

@@ -155,28 +155,28 @@ def get_sim(x):
 
   
 #def Visual_re_ranker(caption, visual_context_label, visual_context_prob):
-def Visual_re_ranker(caption_man, caption_woman, visual_context_label, visual_context_prob):
-    caption_man = caption_man  
-    caption_woman = caption_woman
-    visual_context_label= visual_context_label
-    visual_context_prob = visual_context_prob
-    caption_emb_man = model_sbert.encode(caption_man, convert_to_tensor=True)
-    caption_emb_woman = model_sbert.encode(caption_woman, convert_to_tensor=True)
-    visual_context_label_emb = model_sbert.encode(visual_context_label, convert_to_tensor=True)
-
-    sim_m =  cosine_scores = util.pytorch_cos_sim(caption_emb_man, visual_context_label_emb)
+def Visual_re_ranker(sentence_man, sentence_woman, context_label, context_prob):
+    sentence_man = sentence_man  
+    sentence_woman = sentence_woman
+    context_label= context_label
+    context_prob = context_prob
+    sentence_emb_man = model_sbert.encode(sentence_man, convert_to_tensor=True)
+    sentence_emb_woman = model_sbert.encode(sentence_woman, convert_to_tensor=True)
+    visual_context_label_emb = model_sbert.encode(context_label, convert_to_tensor=True)
+
+    sim_m =  cosine_scores = util.pytorch_cos_sim(sentence_emb_man, context_label_emb)
     sim_m = sim_m.cpu().numpy()
     sim_m = get_sim(sim_m)
 
-    sim_w = cosine_scores = util.pytorch_cos_sim(caption_emb_woman, visual_context_label_emb) 
+    sim_w = cosine_scores = util.pytorch_cos_sim(sentence_emb_woman, context_label_emb) 
     sim_w = sim_w.cpu().numpy()
     sim_w = get_sim(sim_w)
 
 
-    LM_man = cloze_prob(caption_man)
-    LM_woman = cloze_prob(caption_woman)
-    score_man     = pow(float(LM_man),pow((1-float(sim_m))/(1+ float(sim_m)),1-float(visual_context_prob)))
-    score_woman   = pow(float(LM_woman),pow((1-float(sim_w))/(1+ float(sim_w)),1-float(visual_context_prob)))
+    LM_man = cloze_prob(sentence_man)
+    LM_woman = cloze_prob(sentence_woman)
+    score_man     = pow(float(LM_man),pow((1-float(sim_m))/(1+ float(sim_m)),1-float(context_prob)))
+    score_woman   = pow(float(LM_woman),pow((1-float(sim_w))/(1+ float(sim_w)),1-float(context_prob)))