MuhammadSajid commited on
Commit
b060cbb
·
verified ·
1 Parent(s): be9588c

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +194 -0
app.py ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import math
3
+ import itertools
4
+ import ezdxf
5
+ import os
6
+ import groq
7
+ from ezdxf import zoom
8
+ from ezdxf.enums import TextEntityAlignment
9
+
10
+ # Initialize Groq client
11
+ client = groq.Client(api_key=os.getenv("GROQ_API_KEY"))
12
+
13
+ # Available Capacitor Units (kVAR)
14
+ available_capacitors = [25, 20, 15, 10, 5, 2.5, 1.5, 1]
15
+
16
+ # Prompt Groq for explanation (optional)
17
+ def ask_groq(prompt):
18
+ try:
19
+ response = client.chat.completions.create(
20
+ model="llama3-8b-8192",
21
+ messages=[{"role": "user", "content": prompt}]
22
+ )
23
+ return response.choices[0].message.content
24
+ except Exception as e:
25
+ return f"Groq Error: {str(e)}"
26
+
27
+ def calculate_power_parameters(voltage, current, power_factor):
28
+ if voltage > 0 and current > 0:
29
+ apparent_power = math.sqrt(3) * voltage * current
30
+ real_power = apparent_power * power_factor / 1000
31
+ try:
32
+ reactive_power = math.sqrt((apparent_power / 1000) ** 2 - real_power ** 2)
33
+ except ValueError:
34
+ reactive_power = 0.0
35
+ calculated_pf = real_power * 1000 / apparent_power if apparent_power > 0 else 0
36
+ return {
37
+ "apparent_power": round(apparent_power, 2),
38
+ "real_power": round(real_power, 2),
39
+ "reactive_power": round(reactive_power, 2),
40
+ "calculated_pf": round(calculated_pf, 2)
41
+ }
42
+ else:
43
+ return None
44
+
45
+ def design_capacitor_bank(reactive_power, num_caps):
46
+ if reactive_power > 0 and num_caps > 0:
47
+ best_combo = None
48
+ min_error = float('inf')
49
+
50
+ # Allow repetition freely to match reactive power
51
+ combos = itertools.combinations_with_replacement(available_capacitors, num_caps)
52
+ for combo in combos:
53
+ total = sum(combo)
54
+ error = abs(total - reactive_power)
55
+ if error < min_error:
56
+ min_error = error
57
+ best_combo = combo
58
+ if error == 0:
59
+ break
60
+
61
+ if best_combo:
62
+ suggested_capacitors = [f"{cap} kVAR" for cap in best_combo]
63
+ total_kvar = sum(best_combo)
64
+ message = f"Total Compensation: {round(total_kvar, 2)} kVAR"
65
+ return {
66
+ "suggested_capacitors": suggested_capacitors,
67
+ "total_kvar": round(total_kvar, 2),
68
+ "message": message,
69
+ "combo": best_combo
70
+ }
71
+ else:
72
+ return {"message": "Could not find a suitable combination."}
73
+ else:
74
+ return None
75
+
76
+ def create_dxf_capacitor_bank(capacitors):
77
+ doc = ezdxf.new()
78
+ msp = doc.modelspace()
79
+ x = 0
80
+ y = 0
81
+ row_width = 15 # Distance between capacitors in a row
82
+ row_height = 20
83
+ max_in_row = 5
84
+
85
+ for idx, cap in enumerate(capacitors):
86
+ label = f"{cap} kVAR"
87
+ # Draw rectangle for capacitor
88
+ points = [(x, y), (x + 10, y), (x + 10, y + 10), (x, y + 10), (x, y)]
89
+ msp.add_lwpolyline(points, close=True, dxfattribs={'color': 3}) # Color 3 = Green
90
+
91
+ # Add Text with more control
92
+ text = msp.add_text(label, dxfattribs={
93
+ 'height': 2.5,
94
+ 'color': 4, # color Cyan
95
+ 'style': 'STANDARD', # You can define text styles in DXF
96
+ 'halign': TextEntityAlignment.CENTER, # Horizontal alignment
97
+ 'valign': TextEntityAlignment.BOTTOM, # Vertical alignment
98
+ })
99
+ text.dxf.insert = (x + 5, y + 5) # Position at center of rectangle
100
+
101
+ x += row_width
102
+ if (idx + 1) % max_in_row == 0: # Move to the next row
103
+ x = 0
104
+ y += row_height
105
+
106
+ # Add a title
107
+ title_text = msp.add_text("Capacitor Bank Layout", dxfattribs={'height': 5, 'color': 1})
108
+ title_text.dxf.insert = (0, y + 30)
109
+
110
+ # Zoom to extents
111
+ zoom.extents(msp, factor=1.1) # Add a small padding
112
+
113
+ output_path = "capacitor_bank_layout.dxf"
114
+ doc.saveas(output_path)
115
+ return output_path
116
+
117
+ def reactive_power_first(voltage, current, power_factor):
118
+ power_results = calculate_power_parameters(voltage, current, power_factor)
119
+ if power_results:
120
+ apparent_power_out = f"Apparent Power: **{power_results['apparent_power']} VA**"
121
+ real_power_out = f"Real Power: **{power_results['real_power']} kW**"
122
+ reactive_power_out = f"Reactive Power: **{power_results['reactive_power']} kVAR**"
123
+ calculated_pf_out = f"Calculated Power Factor: **{power_results['calculated_pf']}**"
124
+ return (
125
+ apparent_power_out,
126
+ real_power_out,
127
+ reactive_power_out,
128
+ calculated_pf_out,
129
+ power_results['reactive_power']
130
+ )
131
+ else:
132
+ return ("⚠️ Please enter valid Voltage and Current!", "", "", "", 0)
133
+
134
+ def finalize_capacitor_bank(reactive_power, num_caps):
135
+ cap_bank_design = design_capacitor_bank(reactive_power, num_caps)
136
+ if cap_bank_design and cap_bank_design.get("suggested_capacitors"):
137
+ suggested_capacitors_text = "<br>".join(
138
+ [f"🔹 Capacitor {idx + 1}: **{cap}**" for idx, cap in enumerate(cap_bank_design['suggested_capacitors'])]
139
+ )
140
+ dxf_path = create_dxf_capacitor_bank(cap_bank_design["combo"])
141
+ return suggested_capacitors_text, cap_bank_design['message'], dxf_path
142
+ else:
143
+ return "Could not find a suitable combination.", "", None
144
+
145
+ with gr.Blocks() as iface:
146
+ gr.Markdown("# ⚡ Three-Phase Power Calculator - Reactive Power Compensation")
147
+ gr.Markdown("""
148
+ Step 1: Enter system parameters to calculate apparent and reactive power.<br>
149
+ Step 2: Input number of capacitors to compute optimal configuration.<br>
150
+ Step 3: Download AutoCAD (.dxf) layout.
151
+ """)
152
+
153
+ with gr.Row():
154
+ voltage = gr.Number(label="Enter Voltage (V)", value=415)
155
+ current = gr.Number(label="Enter Current (A)", value=250)
156
+ power_factor = gr.Slider(label="Power Factor", minimum=0.0, maximum=1.0, value=0.85, step=0.01)
157
+ frequency = gr.Radio(label="Select Frequency", choices=[50, 60], value=50)
158
+
159
+ calc_btn = gr.Button("🔍 Calculate Power Parameters")
160
+
161
+ apparent_power_out = gr.HTML()
162
+ real_power_out = gr.HTML()
163
+ reactive_power_out = gr.HTML()
164
+ calculated_pf_out = gr.HTML()
165
+ reactive_value = gr.Number(visible=False)
166
+
167
+ calc_btn.click(
168
+ fn=reactive_power_first,
169
+ inputs=[voltage, current, power_factor],
170
+ outputs=[
171
+ apparent_power_out,
172
+ real_power_out,
173
+ reactive_power_out,
174
+ calculated_pf_out,
175
+ reactive_value
176
+ ]
177
+ )
178
+
179
+ gr.Markdown("### ➕ Enter number of capacitors to compensate reactive power:")
180
+ num_caps_input = gr.Number(label="Number of Capacitors", precision=0)
181
+ finalize_btn = gr.Button("⚙️ Generate Capacitor Bank")
182
+
183
+ capacitor_out = gr.HTML()
184
+ total_comp_out = gr.HTML()
185
+ dxf_file = gr.File(label="📥 Download AutoCAD File")
186
+
187
+ finalize_btn.click(
188
+ fn=finalize_capacitor_bank,
189
+ inputs=[reactive_value, num_caps_input],
190
+ outputs=[capacitor_out, total_comp_out, dxf_file]
191
+ )
192
+
193
+ if __name__ == "__main__":
194
+ iface.launch()