Hugging Face's logo

rohith2201
/
5g_Spectrum

Model card Files
xet
Community
rohith2201 commited on
Commit
b7b112a
·
verified ·
1 Parent(s): 7c5ad1a

Upload 8 files

Browse files
Files changed (8) hide show
  1. Flask_5G/app.py +60 -0
  2. Flask_5G/label_encoder.pkl +3 -0
  3. Flask_5G/model.pkl +3 -0
  4. Flask_5G/modellr.pkl +3 -0
  5. Flask_5G/modelrff.pkl +3 -0
  6. Flask_5G/scaler.pkl +3 -0
  7. Flask_5G/static/images/download.jpg +0 -0
  8. Flask_5G/templates/home.html +145 -0
Flask_5G/app.py ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # pip install flask
2
+
3
+ from flask import Flask,render_template,request
4
+ import tensorflow as tf
5
+ import pickle
6
+ import pandas as pd
7
+ import numpy as np
8
+ from sklearn.ensemble import RandomForestRegressor
9
+ from sklearn.preprocessing import MinMaxScaler
10
+
11
+
12
+
13
+ # If you need to inverse transform, you can use scaler.inverse_transform(scaled_data)
14
+
15
+
16
+ # loading the label encoder
17
+ #le=pickle.load(open('label_encoder.pkl','rb'))
18
+
19
+ # loading my mlr model
20
+ model=pickle.load(open('modelrff.pkl','rb'))
21
+
22
+ #loading Scaler
23
+ scalar=pickle.load(open('scaler.pkl','rb'))
24
+
25
+ # Flask is used for creating your application
26
+ # render template is use for rendering the html page
27
+
28
+
29
+ app= Flask(__name__) # your application
30
+
31
+
32
+ @app.route('/') # default route
33
+ def home():
34
+ return render_template('home.html') # rendering if your home page.
35
+
36
+ @app.route('/pred',methods=['POST']) # prediction route
37
+ def predict1():
38
+ '''
39
+ For rendering results on HTML
40
+ '''
41
+
42
+ rd = request.form["Signal_Strength"]
43
+ ad= request.form["Latency"]
44
+ ms = request.form["Required_Bandwidth"]
45
+ s = request.form["type"]
46
+ p = request.form["Allocated_Bandwidth"]
47
+ t = np.array([[float(rd),float(ad),float(ms),float(s),float(p)] ])
48
+ x=scalar.transform(t)
49
+ output =model.predict(x)
50
+
51
+
52
+ return render_template("home.html", result = "The predicted Resource_Allocation is "+str(np.round(output[0])))
53
+
54
+
55
+
56
+ # running your application
57
+ if __name__ == "__main__":
58
+ app.run()
59
+
60
+ #http://localhost:5000/ or localhost:5000
Flask_5G/label_encoder.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bfdb45e3c1c63f7ed34e5f99c50cbb955cbd53e56fd70fb93aa759f69ff88f08
3
+ size 417
Flask_5G/model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3462352bcd7f816421bc9289d1d15b57ac48bdbfbc6b4759c27fd93eb0ff415a
3
+ size 346957
Flask_5G/modellr.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d526080f306256810b6a392c95c75b0a5afdb93e740194a6178070364c0b0a20
3
+ size 660
Flask_5G/modelrff.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c16c1b6b194d92e86b62a0921eda4c22764938f3db81bf79504a008ed4f76e68
3
+ size 349901
Flask_5G/scaler.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:60fb700bd382eabf7cce28fdb282aa71ea859f0aae1bc6d0f9f11f13c29e8b57
3
+ size 858
Flask_5G/static/images/download.jpg ADDED
Flask_5G/templates/home.html ADDED
@@ -0,0 +1,145 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html lang="en">
3
+
4
+ <head>
5
+ <meta charset="UTF-8">
6
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
7
+ <style>
8
+
9
+ body {
10
+ position: relative;
11
+ font-family: Arial, sans-serif;
12
+ margin: 0;
13
+ padding: 0;
14
+ display: flex;
15
+ flex-direction: column;
16
+ justify-content: center;
17
+ align-items: center;
18
+ height: 100vh;
19
+ }
20
+
21
+ body::before {
22
+ content: "";
23
+ position: fixed;
24
+ top: 0;
25
+ left: 0;
26
+ width: 100%;
27
+ height: 100%;
28
+ background: linear-gradient(rgba(0, 0, 0, 0.3), rgba(0, 0, 0, 0.5)), url('../static/images/download.jpg');
29
+
30
+ background-repeat: no-repeat;
31
+ background-attachment: fixed;
32
+ background-size: cover;
33
+ z-index: -1;
34
+ }
35
+
36
+ .heading-row {
37
+ display: flex;
38
+ justify-content: center;
39
+ align-items: center;
40
+ flex-direction: column;
41
+ padding-top: 20px;
42
+ }
43
+
44
+ h1 {
45
+ color: white;
46
+ text-align: center;
47
+ }
48
+
49
+ .form-row {
50
+ display: flex;
51
+ justify-content: center;
52
+ align-items: center;
53
+ }
54
+
55
+ form {
56
+ background-color: rgba(255, 255, 255, 0.1);
57
+ padding: 20px;
58
+ border-radius: 10px;
59
+ width: 300px;
60
+ text-align: center;
61
+ box-shadow: 0 0 10px rgba(0, 0, 0, 0.9); /* Add shadow effect */
62
+ }
63
+
64
+ label {
65
+ display: block;
66
+ margin-top: 10px;
67
+ font-size: 20px;
68
+ color: white;
69
+ font-weight: bold;
70
+ }
71
+
72
+ select,
73
+ input {
74
+ width: 100%;
75
+ padding: 8px;
76
+ margin: 5px 0;
77
+ box-sizing: border-box;
78
+ background-color: rgb(178, 178, 224);
79
+ }
80
+
81
+ input[type="text"]{
82
+ background-color: rgb(178, 178, 224);
83
+ color: rgb(0, 0, 0);
84
+ }
85
+
86
+ input[type="submit"] {
87
+ background-color: #4caf50;
88
+ color: white;
89
+ cursor: pointer;
90
+ }
91
+
92
+ input[type="submit"]:hover {
93
+ background-color: #45a049;
94
+ }
95
+
96
+ .result {
97
+ margin-top: 20px;
98
+ color: white;
99
+ }
100
+ </style>
101
+ </head>
102
+
103
+ <body>
104
+ <div class="heading-row">
105
+ <h1>AI-Driven Optimization Of 5G Resource Allocation For Network Efficiency</h1>
106
+ </div>
107
+
108
+ <div class="form-row">
109
+ <form action="/pred" method="POST">
110
+ <label for="type">Application Type:</label>
111
+ <select name="type">
112
+ <option value="2">File_Download</option>
113
+ <option value="0">Background_Download</option>
114
+ <option value="1">Emergency_Service</option>
115
+ <option value="3">Online_Gaming</option>
116
+ <option value="4">Streaming</option>
117
+ <option value="5">Video_Call</option>
118
+ <option value="6">Video_Streaming</option>
119
+ <option value="7">VoIP_Call</option>
120
+ <option value="8">Voice_Call</option>
121
+ <option value="9">Web_Browsing</option>
122
+ </select>
123
+
124
+ <label for="Signal_Strength">Signal Strength:</label>
125
+ <input type="text" name="Signal_Strength">
126
+
127
+ <label for="Latency">Latency:</label>
128
+ <input type="text" name="Latency">
129
+
130
+ <label for="Required_Bandwidth">Required Bandwidth:</label>
131
+ <input type="text" name="Required_Bandwidth">
132
+
133
+ <label for="Allocated_Bandwidth">Allocated Bandwidth:</label>
134
+ <input type="text" name="Allocated_Bandwidth">
135
+
136
+ <input type="submit">
137
+
138
+ <div class="result">
139
+ {{result}}
140
+ </div>
141
+ </form>
142
+ </div>
143
+ </body>
144
+
145
+ </html>