raviix46 commited on
Commit
ab4526c
·
verified ·
1 Parent(s): 6cd3afb

Update tabs/symptom_checker.py

Browse files
Files changed (1) hide show
  1. tabs/symptom_checker.py +95 -0
tabs/symptom_checker.py CHANGED
@@ -0,0 +1,95 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import pickle
3
+ import torch
4
+ from sentence_transformers import SentenceTransformer, util
5
+
6
+ # Load symptom embeddings (from models/)
7
+ with open("models/symptom_embeddings.pkl", "rb") as f:
8
+ symptom_data = pickle.load(f)
9
+
10
+ # Function to identify disease
11
+ def identify_disease(user_symptom):
12
+ embedding_model = SentenceTransformer('all-MiniLM-L6-v2')
13
+ input_embedding = embedding_model.encode(user_symptom, convert_to_tensor=True)
14
+ similarities = util.pytorch_cos_sim(input_embedding, symptom_data['embeddings'])[0]
15
+ idx = similarities.argmax().item()
16
+ return symptom_data['diseases'][idx], symptom_data['treatments'][idx]
17
+
18
+ # Clear button logic
19
+ def clear_symptoms():
20
+ return "", "", ""
21
+
22
+ # Main UI layout for Symptom Checker tab
23
+ def symptom_checker_tab():
24
+ gr.Markdown("## 🧠 TherapyBot++", elem_classes="centered-text")
25
+ gr.Markdown("Describe your symptoms to get a possible diagnosis and treatment.", elem_classes="centered-text")
26
+
27
+ with gr.Row():
28
+ with gr.Column(scale=1):
29
+ symptom_input = gr.Textbox(placeholder="e.g., I have a fever and rash", label="Enter your symptoms", lines=2)
30
+ symptom_btn = gr.Button("Check", elem_id="symptom-btn")
31
+ symptom_clear = gr.Button("Clear")
32
+ with gr.Column(scale=1):
33
+ predicted_disease = gr.Textbox(label="Predicted Disease", interactive=False, lines=2.2)
34
+ suggested_treatment = gr.Textbox(label="Suggested Treatment", interactive=False, lines=2.2)
35
+
36
+ symptom_btn.click(identify_disease, symptom_input, outputs=[predicted_disease, suggested_treatment])
37
+ symptom_clear.click(clear_symptoms, outputs=[symptom_input, predicted_disease, suggested_treatment])
38
+
39
+ gr.Markdown("""
40
+ <!-- Scrolling Example Symptom Statements -->
41
+ <div style="height: auto; min-height: 100px; width: 100%; max-width: 65%; margin: 15px auto; overflow: hidden; position: relative; background: linear-gradient(to right, #1c2f3a 0%, #000000 50%, #1c2f3a 100%); border-radius: 12px; box-shadow: 0 2px 12px rgba(0,0,0,0.4); text-align: center; padding: 16px 24px; box-sizing: border-box;">
42
+ <div style="font-size: 15px; color: #e0e0e0; font-weight: 600; margin-bottom: 14px; position: relative; z-index: 2;">
43
+ 📌 <em>You may refer to these example symptom statements:</em>
44
+ </div>
45
+ <div class="scroll-wrapper">
46
+ <div class="scroll-content">
47
+ <div class="scroll-inner">
48
+ <div>I have chest pain.</div>
49
+ <div>I've been vomiting.</div>
50
+ <div>I'm feeling a lot of tiredness.</div>
51
+ <div>I'm experiencing nausea.</div>
52
+ <div>I have diarrhea.</div>
53
+ <div>I've developed a rash.</div>
54
+ <div>I have a headache.</div>
55
+ <div>I'm experiencing muscle pain.</div>
56
+ <div>I have a fever.</div>
57
+ <div>I'm feeling short of breath.</div>
58
+ <div>I have joint pain.</div>
59
+ <div>I have a sore throat.</div>
60
+ <div>I have a cough.</div>
61
+ </div>
62
+ </div>
63
+ </div>
64
+ </div>
65
+ <style>
66
+ .scroll-wrapper {
67
+ height: 50px;
68
+ overflow: hidden;
69
+ position: relative;
70
+ }
71
+ .scroll-content {
72
+ height: auto;
73
+ width: 100%;
74
+ position: absolute;
75
+ animation: scroll-vertical 40s linear infinite;
76
+ will-change: transform;
77
+ }
78
+ .scroll-inner {
79
+ display: flex;
80
+ flex-direction: column;
81
+ gap: 20px;
82
+ color: #bbbbbb;
83
+ font-size: 13.8px;
84
+ line-height: 1.5;
85
+ }
86
+ @keyframes scroll-vertical {
87
+ 0% {
88
+ transform: translateY(0);
89
+ }
90
+ 100% {
91
+ transform: translateY(-60%);
92
+ }
93
+ }
94
+ </style>
95
+ """, elem_classes="centered-text")