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Create app.py
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app.py
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| 1 |
+
import os
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| 2 |
+
import math
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| 3 |
+
import gradio as gr
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| 4 |
+
import pandas as pd
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| 5 |
+
from pathlib import Path
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| 6 |
+
from dotenv import load_dotenv
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| 7 |
+
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| 8 |
+
load_dotenv()
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| 9 |
+
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+
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| 11 |
+
def calculate_gridcoin(
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+
owner,
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| 13 |
+
pv_kw,
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| 14 |
+
batt_kwh,
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| 15 |
+
annual_load,
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| 16 |
+
retail_rate,
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| 17 |
+
upfront,
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| 18 |
+
exp_actual,
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| 19 |
+
exp_evc,
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| 20 |
+
grid_fee,
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| 21 |
+
peak_start,
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| 22 |
+
peak_end,
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| 23 |
+
coin_value,
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| 24 |
+
peak_fraction,
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| 25 |
+
dr_kwh
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| 26 |
+
):
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| 27 |
+
"""Calculate GridCoin metrics and generate results."""
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| 28 |
+
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| 29 |
+
# Core calculations
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| 30 |
+
pv_yield = pv_kw * 1250
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| 31 |
+
self_use_ratio = 0.65
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| 32 |
+
self_used = pv_yield * self_use_ratio
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| 33 |
+
exports = max(0, pv_yield - self_used - batt_kwh * 200)
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| 34 |
+
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| 35 |
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peak_exports = exports * peak_fraction
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| 36 |
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coins_peak = peak_exports * 1.0
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| 37 |
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coins_dr = dr_kwh * 0.5
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| 38 |
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coins_total = coins_peak + coins_dr
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| 39 |
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coin_dollars = coins_total * coin_value
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| 40 |
+
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| 41 |
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bill_nonder = annual_load * retail_rate
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| 42 |
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imports_der = max(0, annual_load - self_used)
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| 43 |
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exp_credit = exports * exp_actual
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| 44 |
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fee_der = grid_fee * pv_kw * 12
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| 45 |
+
bill_der = imports_der * retail_rate + fee_der - exp_credit - coin_dollars
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| 46 |
+
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| 47 |
+
savings = max(0, bill_nonder - bill_der)
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| 48 |
+
payback = upfront / savings if savings > 0 else math.inf
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| 49 |
+
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| 50 |
+
# Format results
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| 51 |
+
gridcoins_earned = f"{coins_total:,.1f}"
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| 52 |
+
gridcoin_value = f"${coin_dollars:,.2f}"
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| 53 |
+
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| 54 |
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non_der_bill = f"${bill_nonder:,.0f}"
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| 55 |
+
der_bill = f"${bill_der:,.0f}"
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| 56 |
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bill_savings = f"${bill_der - bill_nonder:,.0f}"
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| 57 |
+
payback_period = f"{payback:.1f} yrs" if payback != math.inf else "N/A"
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| 58 |
+
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| 59 |
+
# AI Analysis
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| 60 |
+
ai_summary = ""
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| 61 |
+
if os.getenv("OPENAI_API_KEY"):
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| 62 |
+
try:
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| 63 |
+
import openai
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| 64 |
+
openai.api_key = os.getenv("OPENAI_API_KEY")
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| 65 |
+
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| 66 |
+
prompt = (
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| 67 |
+
f"Write a clear, well-formatted summary in 2-3 complete sentences with proper spacing:\n\n"
|
| 68 |
+
f"A {owner} with a {pv_kw} kW solar system and {batt_kwh} kWh battery "
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| 69 |
+
f"earns {coins_total:.1f} GridCoins valued at ${coin_dollars:.2f} annually. "
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| 70 |
+
f"Their annual electricity bill is ${bill_der:,.0f} (DER) compared to ${bill_nonder:,.0f} (Non-DER), "
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| 71 |
+
f"with a payback period of {payback:.1f} years.\n\n"
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| 72 |
+
"Explain the financial benefits clearly and concisely. Use proper sentence structure with spaces between words."
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| 73 |
+
)
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| 74 |
+
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| 75 |
+
resp = openai.ChatCompletion.create(
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| 76 |
+
model="gpt-4o",
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| 77 |
+
messages=[
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| 78 |
+
{"role": "system", "content": "You are a helpful energy policy assistant. Provide clear, concise summaries."},
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| 79 |
+
{"role": "user", "content": prompt}
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| 80 |
+
],
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| 81 |
+
max_tokens=150,
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| 82 |
+
temperature=0.7
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| 83 |
+
)
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| 84 |
+
ai_summary = resp.choices[0].message.content.strip()
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| 85 |
+
except Exception as e:
|
| 86 |
+
ai_summary = f"AI summary unavailable: {e}"
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| 87 |
+
else:
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| 88 |
+
ai_summary = "Set OPENAI_API_KEY to enable AI summaries."
|
| 89 |
+
|
| 90 |
+
return (
|
| 91 |
+
gridcoins_earned,
|
| 92 |
+
gridcoin_value,
|
| 93 |
+
non_der_bill,
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| 94 |
+
der_bill,
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| 95 |
+
bill_savings,
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| 96 |
+
payback_period,
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| 97 |
+
ai_summary
|
| 98 |
+
)
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
# Custom CSS for better styling
|
| 102 |
+
custom_css = """
|
| 103 |
+
.gradio-container {
|
| 104 |
+
font-family: 'Inter', sans-serif;
|
| 105 |
+
}
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| 106 |
+
.output-text {
|
| 107 |
+
font-size: 1.2rem;
|
| 108 |
+
font-weight: 600;
|
| 109 |
+
}
|
| 110 |
+
"""
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| 111 |
+
|
| 112 |
+
# Create Gradio interface
|
| 113 |
+
with gr.Blocks(css=custom_css, title="GridCoin Calculator", theme=gr.themes.Soft()) as demo:
|
| 114 |
+
gr.Markdown("# ⚡ GridCoin — DER vs Non-DER Dashboard")
|
| 115 |
+
|
| 116 |
+
with gr.Row():
|
| 117 |
+
# Left column - Inputs
|
| 118 |
+
with gr.Column(scale=1):
|
| 119 |
+
gr.Markdown("### ⚙️ System Configuration")
|
| 120 |
+
|
| 121 |
+
with gr.Row():
|
| 122 |
+
with gr.Column():
|
| 123 |
+
owner = gr.Dropdown(
|
| 124 |
+
choices=["DER Homeowner", "Non-DER Homeowner"],
|
| 125 |
+
value="DER Homeowner",
|
| 126 |
+
label="Household type"
|
| 127 |
+
)
|
| 128 |
+
pv_kw = gr.Number(
|
| 129 |
+
value=7.0,
|
| 130 |
+
minimum=0.0,
|
| 131 |
+
maximum=50.0,
|
| 132 |
+
step=0.5,
|
| 133 |
+
label="Solar size (kW)"
|
| 134 |
+
)
|
| 135 |
+
batt_kwh = gr.Number(
|
| 136 |
+
value=0.0,
|
| 137 |
+
minimum=0.0,
|
| 138 |
+
maximum=40.0,
|
| 139 |
+
step=0.5,
|
| 140 |
+
label="Battery (kWh)"
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
with gr.Column():
|
| 144 |
+
annual_load = gr.Number(
|
| 145 |
+
value=12000,
|
| 146 |
+
minimum=500,
|
| 147 |
+
maximum=30000,
|
| 148 |
+
label="Annual use (kWh)"
|
| 149 |
+
)
|
| 150 |
+
retail_rate = gr.Number(
|
| 151 |
+
value=0.13,
|
| 152 |
+
minimum=0.01,
|
| 153 |
+
maximum=1.0,
|
| 154 |
+
step=0.001,
|
| 155 |
+
label="Retail rate ($/kWh)"
|
| 156 |
+
)
|
| 157 |
+
upfront = gr.Number(
|
| 158 |
+
value=25000,
|
| 159 |
+
minimum=0,
|
| 160 |
+
maximum=100000,
|
| 161 |
+
label="System cost ($)"
|
| 162 |
+
)
|
| 163 |
+
|
| 164 |
+
gr.Markdown("---")
|
| 165 |
+
gr.Markdown("### 💰 Policy & GridCoin Settings")
|
| 166 |
+
|
| 167 |
+
with gr.Row():
|
| 168 |
+
with gr.Column():
|
| 169 |
+
exp_actual = gr.Number(
|
| 170 |
+
value=0.075,
|
| 171 |
+
minimum=0.0,
|
| 172 |
+
maximum=1.0,
|
| 173 |
+
step=0.001,
|
| 174 |
+
label="Export credit ($/kWh)"
|
| 175 |
+
)
|
| 176 |
+
exp_evc = gr.Number(
|
| 177 |
+
value=0.123,
|
| 178 |
+
minimum=0.0,
|
| 179 |
+
maximum=1.0,
|
| 180 |
+
step=0.001,
|
| 181 |
+
label="EVC Bonus ($/kWh)"
|
| 182 |
+
)
|
| 183 |
+
grid_fee = gr.Number(
|
| 184 |
+
value=4.0,
|
| 185 |
+
minimum=0.0,
|
| 186 |
+
maximum=20.0,
|
| 187 |
+
label="Grid fee ($/kW-mo)"
|
| 188 |
+
)
|
| 189 |
+
|
| 190 |
+
with gr.Column():
|
| 191 |
+
peak_start = gr.Number(
|
| 192 |
+
value=17,
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| 193 |
+
minimum=0,
|
| 194 |
+
maximum=23,
|
| 195 |
+
label="Peak start (hr)"
|
| 196 |
+
)
|
| 197 |
+
peak_end = gr.Number(
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| 198 |
+
value=21,
|
| 199 |
+
minimum=0,
|
| 200 |
+
maximum=23,
|
| 201 |
+
label="Peak end (hr)"
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| 202 |
+
)
|
| 203 |
+
coin_value = gr.Number(
|
| 204 |
+
value=0.05,
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| 205 |
+
minimum=0.0,
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| 206 |
+
maximum=1.0,
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| 207 |
+
step=0.001,
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| 208 |
+
label="GridCoin value ($)"
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| 209 |
+
)
|
| 210 |
+
|
| 211 |
+
gr.Markdown("---")
|
| 212 |
+
gr.Markdown("### 🔋 GridCoin Calculator")
|
| 213 |
+
|
| 214 |
+
with gr.Row():
|
| 215 |
+
with gr.Column():
|
| 216 |
+
peak_fraction = gr.Slider(
|
| 217 |
+
minimum=0.0,
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| 218 |
+
maximum=1.0,
|
| 219 |
+
value=0.30,
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| 220 |
+
step=0.05,
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| 221 |
+
label="Peak export share"
|
| 222 |
+
)
|
| 223 |
+
|
| 224 |
+
with gr.Column():
|
| 225 |
+
dr_kwh = gr.Number(
|
| 226 |
+
value=0.0,
|
| 227 |
+
minimum=0.0,
|
| 228 |
+
maximum=5000.0,
|
| 229 |
+
label="DR savings (kWh)"
|
| 230 |
+
)
|
| 231 |
+
|
| 232 |
+
calculate_btn = gr.Button("Calculate Results", variant="primary", size="lg")
|
| 233 |
+
|
| 234 |
+
# Right column - Outputs
|
| 235 |
+
with gr.Column(scale=1):
|
| 236 |
+
gr.Markdown("### 📊 Results Dashboard")
|
| 237 |
+
|
| 238 |
+
with gr.Row():
|
| 239 |
+
gridcoins_earned = gr.Textbox(label="GridCoins Earned", interactive=False)
|
| 240 |
+
gridcoin_value = gr.Textbox(label="GridCoin Value", interactive=False)
|
| 241 |
+
|
| 242 |
+
gr.Markdown("---")
|
| 243 |
+
gr.Markdown("### 💵 Annual Bill Comparison")
|
| 244 |
+
|
| 245 |
+
with gr.Row():
|
| 246 |
+
non_der_bill = gr.Textbox(label="Non-DER Bill", interactive=False)
|
| 247 |
+
der_bill = gr.Textbox(label="DER Bill", interactive=False)
|
| 248 |
+
bill_savings = gr.Textbox(label="Savings", interactive=False)
|
| 249 |
+
|
| 250 |
+
payback_period = gr.Textbox(label="Payback Period", interactive=False)
|
| 251 |
+
|
| 252 |
+
gr.Markdown("---")
|
| 253 |
+
gr.Markdown("### 🤖 AI Analysis")
|
| 254 |
+
|
| 255 |
+
ai_summary = gr.Textbox(
|
| 256 |
+
label="",
|
| 257 |
+
lines=5,
|
| 258 |
+
interactive=False,
|
| 259 |
+
show_label=False
|
| 260 |
+
)
|
| 261 |
+
|
| 262 |
+
# Connect the calculate button to the function
|
| 263 |
+
calculate_btn.click(
|
| 264 |
+
fn=calculate_gridcoin,
|
| 265 |
+
inputs=[
|
| 266 |
+
owner, pv_kw, batt_kwh, annual_load, retail_rate, upfront,
|
| 267 |
+
exp_actual, exp_evc, grid_fee, peak_start, peak_end, coin_value,
|
| 268 |
+
peak_fraction, dr_kwh
|
| 269 |
+
],
|
| 270 |
+
outputs=[
|
| 271 |
+
gridcoins_earned, gridcoin_value, non_der_bill, der_bill,
|
| 272 |
+
bill_savings, payback_period, ai_summary
|
| 273 |
+
]
|
| 274 |
+
)
|
| 275 |
+
|
| 276 |
+
# Auto-calculate on load
|
| 277 |
+
demo.load(
|
| 278 |
+
fn=calculate_gridcoin,
|
| 279 |
+
inputs=[
|
| 280 |
+
owner, pv_kw, batt_kwh, annual_load, retail_rate, upfront,
|
| 281 |
+
exp_actual, exp_evc, grid_fee, peak_start, peak_end, coin_value,
|
| 282 |
+
peak_fraction, dr_kwh
|
| 283 |
+
],
|
| 284 |
+
outputs=[
|
| 285 |
+
gridcoins_earned, gridcoin_value, non_der_bill, der_bill,
|
| 286 |
+
bill_savings, payback_period, ai_summary
|
| 287 |
+
]
|
| 288 |
+
)
|
| 289 |
+
|
| 290 |
+
if __name__ == "__main__":
|
| 291 |
+
demo.launch(share=False, server_name="127.0.0.1", server_port=7860)
|