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Update app.py
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app.py
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import gradio as gr
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import subprocess
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logs = []
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def run_training():
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global logs
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text=True,
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bufsize=1
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)
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for line in process.stdout:
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logs.append(line)
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yield "\n".join(logs[:])
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with gr.
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demo.launch(
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import gradio as gr
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import subprocess
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logs = []
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inference_logs = []
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def run_training():
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global logs
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text=True,
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bufsize=1
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)
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for line in process.stdout:
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logs.append(line)
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yield "\n".join(logs[-50:]) # عرض آخر 50 سطر
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def run_inference():
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global inference_logs
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inference_logs = []
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output_lines = []
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process = subprocess.Popen(
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["python", "inference.py"],
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stdout=subprocess.PIPE,
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stderr=subprocess.STDOUT,
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text=True,
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bufsize=1
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)
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for line in process.stdout:
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inference_logs.append(line)
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output_lines.append(line)
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# حفظ النتائج في ملف
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with open("inference_results.txt", "a") as f:
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f.write("=== New Inference Run ===\n")
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f.writelines(output_lines)
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f.write("\n")
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yield "\n".join(inference_logs[-50:]) # عرض آخر 50 سطر
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with gr.Blocks(title="VRP Transformer Training & Inference") as demo:
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gr.Markdown("# 🚛 Vehicle Routing Problem Solver with Transformer + Reinforcement Learning")
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with gr.Tab("🚀 Start Training"):
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with gr.Row():
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start_btn = gr.Button("Start Training")
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output = gr.Textbox(label="Training Logs", lines=25)
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start_btn.click(fn=run_training, outputs=output)
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with gr.Tab("🔍 Run Inference"):
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with gr.Row():
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infer_btn = gr.Button("Run Inference on New Batch")
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infer_output = gr.Textbox(label="Inference Results", lines=15)
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infer_btn.click(fn=run_inference, outputs=infer_output)
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demo.launch()
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