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awacke1 commited on 7 days ago

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-#!/usr/bin/env python3
-"""
-app.py
-A Streamlit application that displays a densified skill‐tree overview.
-It includes:
-  - A Markdown outline (with up to three sub–levels) for nine skill areas.
-  - Individual Mermaid diagrams for each area with each node labeled using an emoji
-    reflecting the skill.
-  - A combined overall skill tree Mermaid diagram showing inter–area relationships
-    with relationship labels.
-Each node is annotated with between 1 (simplest) to 5 (most complex) emojis.
-"""
-import streamlit as st
-import streamlit.components.v1 as components
-def render_mermaid(mermaid_code, height=500):
-    html_code = f"""
-    <html>
-      <head>
-        <script src="https://cdn.jsdelivr.net/npm/mermaid/dist/mermaid.min.js"></script>
-        <style>
-          body {{
-            background-color: white;
-            font-family: sans-serif;
-          }}
-        </style>
-      </head>
-      <body>
-        <div class="mermaid">
-        {mermaid_code}
-        </div>
-        <script>
-          mermaid.initialize({{startOnLoad:true}});
-        </script>
-      </body>
-    </html>
-    """
-    components.html(html_code, height=height)
-def main():
-    st.set_page_config(page_title="Densified Skill Tree", layout="wide")
-    st.title("Densified Skill Tree Overview")
-    st.markdown("---")
-    # Markdown Outline
-    st.header("Markdown Outline")
-    markdown_outline = r'''
-# Skill Tree Outline
-## 🔧 Systems Infrastructure LowLevel Engineering
-- **Distributed & HPC Deployment (5 🔧’s)**
-  - Data–center scale HPC/ML deployment & GPU cluster orchestration.
-  - Multi–GPU training pipelines and distributed debugging.
-- **Advanced ML & Automation in Systems (4 🔧’s)**
-  - Cross–team innovation and proactive ML–based resolution.
-  - Observability, anomaly detection & ServiceNow automation.
-- **Performance & Tuning (3 🔧’s)**
-  - Cross–layer tuning, quantitative throughput modeling.
-  - Load balancing and performance optimization under heavy ML loads.
-- **Hardware & OS Integration (2 🔧’s)**
-  - Linux/embedded systems and low–level integrations (C/C++).
-## 💻 Software Cloud MLOps Infrastructure
-- **Cloud & Infrastructure Provisioning (5 💻’s)**
-  - Kubernetes orchestration, Docker containerization & cloud integration (AWS/GCP/Azure).
-  - Infrastructure as Code (Terraform, Helm) and production environment management.
-- **ML Frameworks & Automation (4 💻’s)**
-  - Python APIs, ML libraries (PyTorch, Keras) & distributed frameworks (Ray, Horovod).
-  - Framework optimizations and automated deployments.
-- **Data Pipelines & Processing (3 💻’s)**
-  - Distributed data processing with Spark, Airflow & robust ETL pipelines.
-- **Developer Tooling & Observability (2 💻’s)**
-  - Full–stack development, debugging tools & reliability scaling (SRE).
-## 🤖 Machine Learning AI Model Development
-- **Large–Scale Architectures & Retrieval (5 🤖’s)**
-  - Managing Transformers, retrieval optimization (RAG, vector DBs) & semantic search.
-- **Experimentation & Distributed Training (4 🤖’s)**
-  - Experimental design, distributed training, reinforcement learning & quantization.
-- **Application & API Development (3 🤖’s)**
-  - Agentic AI, LLM inference, microservices & API construction.
-- **Optimization & Monitoring (2 🤖’s)**
-  - Performance tuning, scaling ML services & reliability monitoring.
-## 📊 Data Engineering Analytics Data Governance
-- **Data Processing & Ingestion (5 📊’s)**
-  - Multi–modal data processing, large event data handling & ETL pipelines.
-- **Analytics, Forecasting & Visualization (4 📊’s)**
-  - Advanced analytics, forecasting, dashboards & BI tool integration.
-- **Data Governance & Quality (3 📊’s)**
-  - Data modeling, warehousing, root–cause analysis & stakeholder communications.
-## 🔒 Security Compliance Reliability
-- **Security Operations & Incident Response (5 🔒’s)**
-  - Coordinating security teams, incident management, vulnerability assessment & penetration testing.
-- **Compliance & Governance (4 🔒’s)**
-  - Data quality standards, compliance policies & IAM solutions.
-- **System Hardening & Automation (3 🔒’s)**
-  - Secure HPC/ML pipeline design, Python/Bash automation & cost optimization.
-## 👥 Leadership Management Collaboration
-- **Strategic & Cross–Functional Leadership (5 👥’s)**
-  - Global strategy, cross–team coordination, vendor management & project planning.
-- **Team Building & Agile Collaboration (4 👥’s)**
-  - Team coaching, agile processes & stakeholder management.
-- **Domain Expertise & Innovation (3 👥’s)**
-  - Deep AI framework knowledge, product strategy & cross–disciplinary innovation.
-## 📱 FullStack UI Mobile Product Development
-- **Mobile & Web App Development (5 📱’s)**
-  - Full–stack development, CI/CD pipelines, API design & ML–driven product delivery.
-- **UI/UX & Frontend Integration (4 📱’s)**
-  - React/Next.js, TypeScript & intuitive, user–centric UI design.
-- **Backend & Cross–Platform Tools (3 📱’s)**
-  - Python/Node backends, cloud microservices & bridging ML models to frontends.
-## 🎯 Specialized Domains Emerging Technologies
-- **Advanced CV & 3D Graphics (5 🎯’s)**
-  - 3D computer vision, neural rendering, advanced reconstruction & graphics engines.
-- **Robotics, Autonomous Systems & Simulation (4 🎯’s)**
-  - Autonomous vehicles, robotics, sensor fusion & path planning.
-- **HPC & Hardware Integration (3 🎯’s)**
-  - GPU/SoC modeling, HPC networking, hardware prototyping & programmable networks.
-- **AI Quantization & Inference (2 🎯’s)**
-  - Quantization techniques, in–browser inference & neural sparse models.
-## 📢 Community OpenSource Communication
-- **Technical Documentation & Demos (5 📢’s)**
-  - Contributing documentation, code examples, demos & technical notebooks.
-- **Community Engagement & Collaboration (4 📢’s)**
-  - Public speaking, social media engagement & strategic collaborations.
-    '''
-    st.markdown(markdown_outline)
-    st.markdown("---")
-    st.header("Mermaid Graphs by Area")
-    # Dictionary mapping area names to their updated mermaid code strings.
-    mermaid_areas = {
-        "Systems Infrastructure LowLevel Engineering": r'''
-graph TD
-  A[🔧 Systems Infrastructure]
-  A --> A1[🐧 Hardware & OS Integration: Linux, embedded, C/C++]
-  A --> A2[⚙️ Performance & Tuning: Cross–layer tuning, throughput & load balancing]
-  A --> A3[🤖 Advanced ML & Automation: Cross–team innovation, observability & ServiceNow]
-  A --> A4[🚀 Distributed & HPC Deployment: Data–center HPC/ML, GPU orchestration & multi–GPU pipelines]
-        ''',
-        "Software Cloud MLOps Infrastructure": r'''
-graph TD
-  B[💻 Software Cloud MLOps]
-  B --> B1[🛠️ Developer Tooling & Observability: Full–stack dev, debugging & SRE]
-  B --> B2[🤖 ML Frameworks & Automation: Python APIs, PyTorch/Keras & Ray/Horovod]
-  B --> B3[🔄 Data Pipelines & Processing: Spark, Airflow & ETL pipelines]
-  B --> B4[☁️ Cloud & Infrastructure Provisioning: Kubernetes, Docker, Terraform & cloud integration]
-        ''',
-        "Machine Learning AI Model Development": r'''
-graph TD
-  C[🤖 Machine Learning AI]
-  C --> C1[🏛️ Large–Scale Architectures & Retrieval: Transformers, RAG & vector DBs]
-  C --> C2[⚗️ Experimentation & Distributed Training: RL, quantization & ablation studies]
-  C --> C3[📡 Application & API Development: Agentic AI, LLM inference & microservices]
-  C --> C4[📈 Optimization & Monitoring: Performance tuning, scaling & reliability]
-        ''',
-        "Data Engineering Analytics Data Governance": r'''
-graph TD
-  D[📊 Data Engineering]
-  D --> D1[💧 Data Processing & Ingestion: Multi–modal data, event handling & ETL]
-  D --> D2[📊 Analytics, Forecasting & Visualization: BI, dashboards & forecasting]
-  D --> D3[📝 Data Governance & Quality: Modeling, warehousing & stakeholder comms]
-        ''',
-        "Security Compliance Reliability": r'''
-graph TD
-  E[🔒 Security & Compliance]
-  E --> E1[🛡️ Security Operations & Incident Response: Incident management, pen testing & vulnerability assessment]
-  E --> E2[✅ Compliance & Governance: Data quality, compliance policies & IAM]
-  E --> E3[🔒 System Hardening & Automation: Secure HPC/ML, Python/Bash automation & cost optimization]
-        ''',
-        "Leadership Management Collaboration": r'''
-graph TD
-  F[👥 Leadership & Collaboration]
-  F --> F1[🚀 Strategic & Cross–Functional Leadership: Global strategy, team coordination & vendor management]
-  F --> F2[🤝 Team Building & Agile Collaboration: Coaching, agile processes & stakeholder management]
-  F --> F3[💡 Domain Expertise & Innovation: Deep AI knowledge & product strategy]
-        ''',
-        "FullStack UI Mobile Product Development": r'''
-graph TD
-  G[📱 FullStack UI Mobile]
-  G --> G1[📱 Mobile & Web App Development: Full–stack, CI/CD & API design]
-  G --> G2[🎨 UI/UX & Frontend Integration: React, Next.js, TypeScript & intuitive design]
-  G --> G3[🔌 Backend & Cross–Platform Tools: Python/Node, cloud microservices & ML bridging]
-        ''',
-        "Specialized Domains Emerging Technologies": r'''
-graph TD
-  H[🎯 Specialized Domains]
-  H --> H1[🎥 Advanced CV & 3D Graphics: Neural rendering, reconstruction & graphics engines]
-  H --> H2[🚗 Robotics & Autonomous Systems: Autonomous vehicles, sensor fusion & path planning]
-  H --> H3[💻 HPC & Hardware Integration: GPU/SoC modeling, HPC networking & prototyping]
-  H --> H4[🔢 AI Quantization & Inference: Quantization, in–browser inference & neural sparse models]
-        ''',
-        "Community OpenSource Communication": r'''
-graph TD
-  I[📢 Community OpenSource]
-  I --> I1[📚 Technical Documentation & Demos: Code examples, demos & notebooks]
-  I --> I2[💬 Community Engagement & Collaboration: Public speaking, social media & collabs]
-        '''
-    }
-    # Render each area with its own subheader and Mermaid diagram.
-    for area, mermaid_code in mermaid_areas.items():
-        st.subheader(area)
-        render_mermaid(mermaid_code, height=300)
-    st.markdown("---")
-    st.header("Combined Overall Skill Tree Graph")
-    combined_mermaid = r'''
-graph TD
-  S[🔧 Systems Infrastructure]
-  CLO[💻 Software Cloud MLOps]
-  ML[🤖 Machine Learning AI]
-  DE[📊 Data Engineering]
-  SEC[🔒 Security & Compliance]
-  LEAD[👥 Leadership & Collaboration]
-  UI[📱 FullStack UI Mobile]
-  SPEC[🎯 Specialized Domains]
-  COMM[📢 Community OpenSource]
-  S -->|🔗 supports| CLO
-  CLO -->|🔗 powers| ML
-  ML -->|🔗 feeds| DE
-  SEC ---|🔗 secures| ML
-  SEC ---|🔗 protects| CLO
-  LEAD ---|🔗 guides| S
-  LEAD ---|🔗 leads| ML
-  UI ---|🔗 integrates with| CLO
-  UI -->|🔗 extends to| SPEC
-  SPEC ---|🔗 enhances| ML
-  LEAD ---|🔗 oversees| SEC
-  COMM ---|🔗 collaborates with| LEAD
-  COMM ---|🔗 informs| DE
-  SPEC ---|🔗 shares with| COMM
-    '''
-    # Pass height=800 for the overall graph.
-    render_mermaid(combined_mermaid, height=1000)
-if __name__ == "__main__":
-    main()