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Update app.py
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app.py
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from smolagents import CodeAgent, HfApiModel,
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import yaml
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import gradio as gr
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def classify_incident(service_criticity: str, disruption: str, affectation_time: str, magnitude: str, workaround: str) -> str:
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"""Classifies an incident based on predefined rules."""
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if service_criticity == "High" and disruption == "Full":
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return "P1" # Critical issue
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elif service_criticity == "High" and (disruption == "Degraded" or affectation_time == "Up 15 mins"):
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@tool
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def diagnose_incident(service_criticity: str, disruption: str, affectation_time: str, magnitude: str, workaround: str) -> str:
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"""
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Args:
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service_criticity: High or Low
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disruption: Full, Degraded, or None
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affectation_time: Up 15 mins, Less 15 mins
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magnitude: High, Low, or None
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workaround: Yes or No
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"""
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priority = classify_incident(service_criticity, disruption, affectation_time, magnitude, workaround)
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return f"Incident classified as priority: {priority}"
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# Load model
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model = HfApiModel(
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max_tokens=
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temperature=0.
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct'
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custom_role_conversions=None,
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)
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# Load prompt templates
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agent = CodeAgent(
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model=model,
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tools=[diagnose_incident],
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max_steps=
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verbosity_level=
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grammar=None,
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planning_interval=None,
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name="Incident Diagnosis Agent",
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description="An agent that classifies incidents based on severity criteria.",
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prompt_templates=prompt_templates
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)
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def chat_diagnose_incident(
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"""
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conversation.append("Agent: Hola, cuéntame qué ocurrió con el servicio.")
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service_criticity = gr.Textbox(label="Tu respuesta")
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conversation.append("Agent: ¿El problema causa una interrupción total o solo degradación del servicio?")
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disruption = gr.Textbox(label="Tu respuesta")
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conversation.append("Agent: ¿Cuánto tiempo lleva afectado?")
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affectation_time = gr.Textbox(label="Tu respuesta")
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conversation.append("Agent: ¿Qué tan grave es el impacto en el sistema?")
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magnitude = gr.Textbox(label="Tu respuesta")
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conversation.append("Agent: ¿Existe algún tipo de solución alternativa o workaround?")
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workaround = gr.Textbox(label="Tu respuesta")
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priority = diagnose_incident(service_criticity, disruption, affectation_time, magnitude, workaround)
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return "\n".join(conversation)
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# Gradio UI
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iface = gr.
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fn=chat_diagnose_incident,
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title="Asistente de Diagnóstico de Incidentes",
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description="
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theme="
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)
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# Lanzar UI
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iface.launch()
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from smolagents import CodeAgent, HfApiModel, tool
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import yaml
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import gradio as gr
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def classify_incident(service_criticity: str, disruption: str, affectation_time: str, magnitude: str, workaround: str) -> str:
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"""Classifies an incident based on predefined rules."""
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if service_criticity == "High" and disruption == "Full":
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return "P1" # Critical issue
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elif service_criticity == "High" and (disruption == "Degraded" or affectation_time == "Up 15 mins"):
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@tool
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def diagnose_incident(service_criticity: str, disruption: str, affectation_time: str, magnitude: str, workaround: str) -> str:
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"""Determines the severity priority of an incident."""
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priority = classify_incident(service_criticity, disruption, affectation_time, magnitude, workaround)
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return f"Incident classified as priority: {priority}"
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# Load model with optimized settings
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model = HfApiModel(
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max_tokens=512, # Reduce max tokens to improve response time
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temperature=0.3, # Lower temperature for more deterministic results
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct'
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)
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# Load prompt templates
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agent = CodeAgent(
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model=model,
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tools=[diagnose_incident],
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max_steps=3, # Reduce steps to minimize latency
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verbosity_level=0, # Lower verbosity for efficiency
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name="Incident Diagnosis Agent",
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description="An agent that classifies incidents based on severity criteria.",
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prompt_templates=prompt_templates
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)
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def chat_diagnose_incident(service_criticity, disruption, affectation_time, magnitude, workaround):
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"""Diagnoses an incident based on user inputs."""
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priority = diagnose_incident(service_criticity, disruption, affectation_time, magnitude, workaround)
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return f"Agent: El incidente se clasifica como prioridad {priority}."
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# Gradio UI
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iface = gr.Interface(
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fn=chat_diagnose_incident,
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inputs=[
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gr.Dropdown(["High", "Low"], label="Criticidad del servicio"),
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gr.Dropdown(["Full", "Degraded", "None"], label="Interrupción"),
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gr.Dropdown(["Up 15 mins", "Less 15 mins"], label="Tiempo de afectación"),
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gr.Dropdown(["High", "Low", "None"], label="Magnitud"),
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gr.Dropdown(["Yes", "No"], label="¿Hay workaround?"),
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],
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outputs=gr.Textbox(),
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title="Asistente de Diagnóstico de Incidentes",
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description="Selecciona las opciones para diagnosticar el incidente.",
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theme="default"
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)
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# Lanzar UI\ if __name__ == "__main__":
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iface.launch()
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