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Update app.py
Browse files
app.py
CHANGED
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@@ -8,27 +8,28 @@ import io
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import os
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import base64
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import json
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from typing import Literal
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def simulate(inp_file, sim_type):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp.flush()
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(tmp_path)
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if sim_type.upper() == "EPANET":
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-
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else:
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sim = wntr.sim.WNTRSimulator(wn)
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results = sim.run_sim()
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pressure = results.node["pressure"].mean().to_dict()
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demand = results.node["demand"].mean().to_dict()
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pressure_summary = "\n".join(f"{k}: {v:.2f} m" for k, v in pressure.items())
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demand_summary = "\n".join(f"{k}: {v:.2f} L/s" for k, v in demand.items())
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os.remove(tmp_path)
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return pressure_summary, demand_summary
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except Exception:
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return f"Simulation error:\n{traceback.format_exc()}", ""
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@@ -37,10 +38,9 @@ def simulate_disaster(inp_file, failure_element, failure_type):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp.
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(
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if failure_type == "pipe_break":
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wn = wntr.morph.split_pipe(wn, failure_element)
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elif failure_type == "node_closure":
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@@ -51,7 +51,6 @@ def simulate_disaster(inp_file, failure_element, failure_type):
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demand = results.node["demand"].mean().to_dict()
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pressure_summary = "\n".join(f"{k}: {v:.2f} m" for k, v in pressure.items())
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demand_summary = "\n".join(f"{k}: {v:.2f} L/s" for k, v in demand.items())
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os.remove(tmp_path)
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return pressure_summary, demand_summary
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except Exception as e:
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return f"Disaster simulation error: {str(e)}", ""
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@@ -60,10 +59,9 @@ def simulate_quality(inp_file, quality_type, trace_node):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp.
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(
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wn.options.quality.mode = quality_type
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if quality_type == "trace" and trace_node:
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wn.options.quality.trace_node = trace_node
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@@ -71,7 +69,6 @@ def simulate_quality(inp_file, quality_type, trace_node):
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results = sim.run_sim()
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quality = results.node["quality"].mean().to_dict()
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summary = "\n".join(f"{k}: {v:.2f}" for k, v in quality.items())
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os.remove(tmp_path)
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return summary
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except Exception as e:
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return f"Quality simulation error: {str(e)}"
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@@ -98,16 +95,14 @@ def simulate_economic_loss(inp_file):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp.
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(
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sim = wntr.sim.WNTRSimulator(wn)
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results = sim.run_sim()
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node_demand = results.node["demand"].mean()
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loss_by_node = (1.0 - node_demand / node_demand.max()) * 100
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total_loss = loss_by_node.sum()
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os.remove(tmp_path)
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return f"Total economic loss: {total_loss:.2f}%"
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except Exception as e:
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return f"Economic loss error: {str(e)}"
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@@ -116,19 +111,17 @@ def simulate_criticality(inp_file):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp.
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(
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results = {}
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for pipe in wn.pipe_name_list[:5]:
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wn_temp = wntr.network.WaterNetworkModel(
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wn_temp.get_link(pipe).status = "CLOSED"
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sim = wntr.sim.WNTRSimulator(wn_temp)
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res = sim.run_sim()
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demand = res.node["demand"].mean().sum()
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results[pipe] = round(demand, 3)
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os.remove(tmp_path)
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return json.dumps(results, indent=2)
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except Exception as e:
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return f"Criticality error: {str(e)}"
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@@ -137,10 +130,9 @@ def plot_network(inp_file):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp.
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(
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fig = plt.figure()
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wn.draw_network()
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buf = io.BytesIO()
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@@ -148,14 +140,11 @@ def plot_network(inp_file):
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buf.seek(0)
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image_data = base64.b64encode(buf.read()).decode("utf-8")
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plt.close(fig)
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os.remove(tmp_path)
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return f"data:image/png;base64,{image_data}"
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except Exception as e:
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return f"Plot error: {str(e)}"
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-
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with grb:
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gr.Markdown("# 💧 WNTR Simulation & Analysis Tool")
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with gr.Tab("Simulate"):
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file_input = gr.File(label="Upload .inp File", type="binary")
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@@ -163,30 +152,35 @@ with grb:
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pressure_output = gr.Textbox(label="Pressure Summary")
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demand_output = gr.Textbox(label="Demand Summary")
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gr.Button("Run Simulation").click(simulate, inputs=[file_input, sim_type], outputs=[pressure_output, demand_output])
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with gr.Tab("Disaster"):
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failure_element = gr.Textbox(label="Element
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failure_type = gr.Dropdown(["pipe_break", "node_closure"], label="Failure Type")
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d_pressure = gr.Textbox(label="Pressure")
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d_demand = gr.Textbox(label="Demand")
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gr.Button("Simulate Disaster").click(simulate_disaster, inputs=[file_input, failure_element, failure_type], outputs=[d_pressure, d_demand])
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with gr.Tab("Water Quality"):
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quality_type = gr.Dropdown(["AGE", "CHEM", "trace"], label="Quality Type")
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trace_node = gr.Textbox(label="Trace Node
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quality_output = gr.Textbox(label="Water Quality Result")
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gr.Button("Simulate Water Quality").click(simulate_quality, inputs=[file_input, quality_type, trace_node], outputs=quality_output)
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with gr.Tab("Analysis"):
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analysis_type = gr.Dropdown(["Resilience", "Morphology"], label="Analysis Type")
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analysis_output = gr.Textbox(label="Analysis Result")
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gr.Button("Analyze").click(analyze_results, inputs=[analysis_type, pressure_output, demand_output], outputs=analysis_output)
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with gr.Tab("Economic Loss"):
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econ_output = gr.Textbox(label="Economic Loss Summary")
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gr.Button("Compute Economic Loss").click(simulate_economic_loss, inputs=file_input, outputs=econ_output)
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with gr.Tab("Criticality"):
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critical_output = gr.Textbox(label="Criticality Result")
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gr.Button("Run Criticality Assessment").click(simulate_criticality, inputs=file_input, outputs=critical_output)
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with gr.Tab("Network Plot"):
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net_plot = gr.Image(label="Network Diagram")
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gr.Button("Plot Network").click(plot_network, inputs=file_input, outputs=net_plot)
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grb.launch(server_name="0.0.0.0", server_port=7860)
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import os
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import base64
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import json
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def simulate(inp_file, sim_type):
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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tmp_path = tmp.name
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wn = wntr.network.WaterNetworkModel(tmp_path)
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if sim_type.upper() == "EPANET":
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as f_out:
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sim = wntr.sim.EpanetSimulator(wn)
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sim._inpfile = f_out.name
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else:
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sim = wntr.sim.WNTRSimulator(wn)
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results = sim.run_sim()
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pressure = results.node["pressure"].mean().to_dict()
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demand = results.node["demand"].mean().to_dict()
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pressure_summary = "\n".join(f"{k}: {v:.2f} m" for k, v in pressure.items())
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demand_summary = "\n".join(f"{k}: {v:.2f} L/s" for k, v in demand.items())
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return pressure_summary, demand_summary
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except Exception:
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return f"Simulation error:\n{traceback.format_exc()}", ""
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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path = tmp.name
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wn = wntr.network.WaterNetworkModel(path)
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if failure_type == "pipe_break":
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wn = wntr.morph.split_pipe(wn, failure_element)
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elif failure_type == "node_closure":
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demand = results.node["demand"].mean().to_dict()
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pressure_summary = "\n".join(f"{k}: {v:.2f} m" for k, v in pressure.items())
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demand_summary = "\n".join(f"{k}: {v:.2f} L/s" for k, v in demand.items())
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return pressure_summary, demand_summary
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except Exception as e:
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return f"Disaster simulation error: {str(e)}", ""
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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path = tmp.name
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wn = wntr.network.WaterNetworkModel(path)
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wn.options.quality.mode = quality_type
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if quality_type == "trace" and trace_node:
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wn.options.quality.trace_node = trace_node
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results = sim.run_sim()
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quality = results.node["quality"].mean().to_dict()
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summary = "\n".join(f"{k}: {v:.2f}" for k, v in quality.items())
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return summary
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except Exception as e:
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return f"Quality simulation error: {str(e)}"
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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path = tmp.name
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wn = wntr.network.WaterNetworkModel(path)
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sim = wntr.sim.WNTRSimulator(wn)
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results = sim.run_sim()
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node_demand = results.node["demand"].mean()
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loss_by_node = (1.0 - node_demand / node_demand.max()) * 100
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total_loss = loss_by_node.sum()
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return f"Total economic loss: {total_loss:.2f}%"
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except Exception as e:
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return f"Economic loss error: {str(e)}"
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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path = tmp.name
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wn = wntr.network.WaterNetworkModel(path)
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results = {}
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for pipe in wn.pipe_name_list[:5]:
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wn_temp = wntr.network.WaterNetworkModel(path)
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wn_temp.get_link(pipe).status = "CLOSED"
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sim = wntr.sim.WNTRSimulator(wn_temp)
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res = sim.run_sim()
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demand = res.node["demand"].mean().sum()
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results[pipe] = round(demand, 3)
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return json.dumps(results, indent=2)
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except Exception as e:
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return f"Criticality error: {str(e)}"
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try:
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with tempfile.NamedTemporaryFile(delete=False, suffix=".inp") as tmp:
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tmp.write(inp_file)
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path = tmp.name
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wn = wntr.network.WaterNetworkModel(path)
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fig = plt.figure()
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wn.draw_network()
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buf = io.BytesIO()
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buf.seek(0)
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image_data = base64.b64encode(buf.read()).decode("utf-8")
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plt.close(fig)
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return f"data:image/png;base64,{image_data}"
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except Exception as e:
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return f"Plot error: {str(e)}"
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with gr.Blocks() as demo:
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gr.Markdown("# 💧 WNTR Simulation & Analysis Tool")
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with gr.Tab("Simulate"):
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file_input = gr.File(label="Upload .inp File", type="binary")
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pressure_output = gr.Textbox(label="Pressure Summary")
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demand_output = gr.Textbox(label="Demand Summary")
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gr.Button("Run Simulation").click(simulate, inputs=[file_input, sim_type], outputs=[pressure_output, demand_output])
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with gr.Tab("Disaster"):
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failure_element = gr.Textbox(label="Element ID")
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failure_type = gr.Dropdown(["pipe_break", "node_closure"], label="Failure Type")
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d_pressure = gr.Textbox(label="Pressure")
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d_demand = gr.Textbox(label="Demand")
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gr.Button("Simulate Disaster").click(simulate_disaster, inputs=[file_input, failure_element, failure_type], outputs=[d_pressure, d_demand])
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with gr.Tab("Water Quality"):
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quality_type = gr.Dropdown(["AGE", "CHEM", "trace"], label="Quality Type")
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trace_node = gr.Textbox(label="Trace Node")
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quality_output = gr.Textbox(label="Water Quality Result")
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gr.Button("Simulate Water Quality").click(simulate_quality, inputs=[file_input, quality_type, trace_node], outputs=quality_output)
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with gr.Tab("Analysis"):
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analysis_type = gr.Dropdown(["Resilience", "Morphology"], label="Analysis Type")
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analysis_output = gr.Textbox(label="Analysis Result")
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gr.Button("Analyze").click(analyze_results, inputs=[analysis_type, pressure_output, demand_output], outputs=analysis_output)
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with gr.Tab("Economic Loss"):
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econ_output = gr.Textbox(label="Economic Loss Summary")
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gr.Button("Compute Economic Loss").click(simulate_economic_loss, inputs=file_input, outputs=econ_output)
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with gr.Tab("Criticality"):
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critical_output = gr.Textbox(label="Criticality Result")
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gr.Button("Run Criticality Assessment").click(simulate_criticality, inputs=file_input, outputs=critical_output)
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with gr.Tab("Network Plot"):
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net_plot = gr.Image(label="Network Diagram")
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gr.Button("Plot Network").click(plot_network, inputs=file_input, outputs=net_plot)
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demo.launch(server_name="0.0.0.0", server_port=7860)
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