StreamlitScroller

Sleeping

App Files Files Community

awacke1 commited on Feb 15

Commit

e1b5007

verified ·

1 Parent(s): e91c810

Create app.py

Browse files

Files changed (1) hide show

app.py +202 -0

app.py ADDED Viewed

	@@ -0,0 +1,202 @@

+#!/usr/bin/env python3
+"""
+app.py
+A Streamlit application that displays a densified, numbered skill–tree overview.
+It includes:
+  1. A Combined Overall Skill Tree Model in a numbered Markdown outline.
+  2. Detailed numbered outlines for each sub–model with emoji–labeled skills.
+  3. An overall combined Mermaid diagram showing inter–area relationships with relationship labels and enhanced emojis.
+  4. A Glossary defining key terms.
+  5. A Python Libraries Guide and a JavaScript Libraries Guide with package names and emoji labels.
+  6. A Picture Mnemonic Outline to aid memorization.
+  7. A Tweet Summary for a high–resolution overview.
+Each node or term is annotated with an emoji and a mnemonic acronym to aid readability.
+For example:
+  - Leadership and Collaboration (LeCo)
+  - Security and Compliance (SeCo)
+  - Data Engineering (DaEn)
+  - Community OpenSource (CoOS)
+  - FullStack UI Mobile (FuMo)
+  - Software Cloud MLOps (SCMI)
+  - Machine Learning AI (MLAI)
+  - Systems Infrastructure (SyIn)
+  - Specialized Domains (SpDo)
+"""
+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/[email protected]/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)
+# --------------------------
+# Markdown Outlines as Variables
+# --------------------------
+md_combined_outline = r'''
+# 📚 Hands On State of Art App Dev Using Mixture of Experts, Skills Knowledge, and Multiagent ML Architectures
+1. **👥 Leadership and Collaboration (LeCo):** Strategic leadership and team management.
+2. **🔒 Security and Compliance (SeCo):** Security operations, compliance, and system hardening.
+3. **📊 Data Engineering (DaEn):** Data processing, analytics, and governance.
+4. **📢 Community OpenSource (CoOS):** Community engagement, documentation, and collaboration.
+5. **📱 FullStack UI Mobile (FuMo):** Mobile and web app development with ML integration.
+6. **💻 Software Cloud MLOps (SCMI):** Cloud infrastructure, ML frameworks, and automation.
+7. **🤖 Machine Learning AI (MLAI):** Large-scale architectures, distributed training, and inference.
+8. **🔧 Systems Infrastructure (SyIn):** Hardware, OS, and distributed HPC deployments.
+9. **🎯 Specialized Domains (SpDo):** Advanced CV, robotics, HPC, and AI quantization.
+'''
+md_submodels_outline = r'''
+## 1. 👥 Leadership Management Collaboration (LeCo)
+1. **🚀 Strategic and Cross-Functional Leadership:** Global strategy, team coordination and vendor management.
+2. **🤝 Team Building and Agile Collaboration:** Coaching, agile processes and stakeholder management.
+3. **💡 Domain Expertise and Innovation:** Deep AI framework knowledge and product strategy.
+## 2. 🔒 Security Compliance Reliability (SeCo)
+1. **🛡️ Security Operations and Incident Response:** Incident management, pen testing and vulnerability assessment.
+2. **✅ Compliance and Governance:** Data quality standards, compliance policies and IAM solutions.
+3. **🔒 System Hardening and Automation:** Secure HPC, ML, Python, Bash automation and cost optimization.
+## 3. 📊 Data Engineering Analytics Data Governance (DaEn)
+1. **💧 Data Processing and Ingestion:** Multi-modal data, event handling and ETL pipelines.
+2. **📊 Analytics, Forecasting and Visualization:** BI tools, dashboards and forecasting.
+3. **📝 Data Governance and Quality:** Data modeling, warehousing and stakeholder communications.
+## 4. 📢 Community OpenSource Communication (CoOS)
+1. **📚 Technical Documentation and Demos:** Code examples, demos and technical notebooks.
+2. **💬 Community Engagement and Collaboration:** Public speaking, social media engagement and collaborations.
+## 5. 📱 FullStack UI Mobile Product Development (FuMo)
+1. **📱 Mobile and Web App Development:** Full-stack development, CI/CD and API design.
+2. **🎨 UI/UX and Frontend Integration:** React/Next.js, TypeScript and user-centric UI design.
+3. **🔌 Backend and Cross-Platform Tools:** Python/Node, cloud microservices and ML bridging.
+## 6. 💻 Software Cloud MLOps Infrastructure (SCMI)
+1. **🛠️ Developer Tooling and Observability:** Full-stack development, debugging and SRE practices.
+2. **🤖 ML Frameworks and Automation:** Python APIs, PyTorch, Keras and distributed frameworks (Ray, Horovod).
+3. **🔄 Data Pipelines and Processing:** Spark, Airflow and ETL pipelines.
+4. **☁️ Cloud and Infrastructure Provisioning:** Kubernetes, Docker, Terraform and cloud integration.
+## 7. 🤖 Machine Learning AI Model Development (MLAI)
+1. **🏛️ Large-Scale Architectures and Retrieval:** Transformers, RAG and vector databases.
+2. **⚗️ Experimentation and Distributed Training:** Reinforcement learning, quantization and ablation studies.
+3. **📡 Application and API Development:** Agentic AI, LLM inference and microservices.
+4. **📈 Optimization and Monitoring:** Performance tuning, scaling and reliability.
+## 8. 🔧 Systems Infrastructure LowLevel Engineering (SyIn)
+1. **🐧 Hardware and OS Integration:** Linux, embedded systems, C/C++ integrations.
+2. **⚙️ Performance and Tuning:** Cross-layer tuning, throughput modeling and load balancing.
+3. **🤖 Advanced ML and Automation:** Cross-team innovation, observability and ServiceNow automation.
+4. **🚀 Distributed and HPC Deployment:** Data-center HPC/ML, GPU orchestration and multi-GPU pipelines.
+## 9. 🎯 Specialized Domains Emerging Technologies (SpDo)
+1. **🎥 Advanced CV and 3D Graphics:** Neural rendering, reconstruction and graphics engines.
+2. **🚗 Robotics and Autonomous Systems:** Autonomous vehicles, sensor fusion and path planning.
+3. **💻 HPC and Hardware Integration:** GPU/SoC modeling, HPC networking and prototyping.
+4. **🔢 AI Quantization and Inference:** Quantization techniques, in-browser inference and neural sparse models.
+'''
+md_glossary = r'''
+# 📖 Glossary
+1. **🔧 Systems Infrastructure (SyIn):** Hardware and OS-level operations enabling computing environments.
+2. **💻 Software Cloud MLOps (SCMI):** Tools and processes for managing ML workflows and cloud infrastructures.
+3. **🤖 Machine Learning AI (MLAI):** Techniques and architectures for developing and deploying AI models.
+4. **📊 Data Engineering (DaEn):** Methods for processing, analyzing, and governing data.
+5. **🔒 Security and Compliance (SeCo):** Practices ensuring system security and adherence to regulations.
+6. **👥 Leadership and Collaboration (LeCo):** Strategies for effective team management and cross-functional coordination.
+7. **📱 FullStack UI Mobile (FuMo):** End-to-end development of mobile and web interfaces integrating ML.
+8. **🎯 Specialized Domains (SpDo):** Focus areas in advanced tech such as computer vision, robotics, and HPC.
+9. **📢 Community OpenSource (CoOS):** Engagement with open-source communities and technical education.
+10. **HPC (🏭):** High-Performance Computing; large-scale computational systems and clusters.
+11. **LLM (🧠):** Large Language Models; deep learning models for natural language processing.
+12. **MLOps (⚙️):** Machine Learning Operations; practices for deploying and managing ML systems.
+'''
+md_python_libraries = r'''
+# 🐍 Python Libraries Guide
+1. **🔥 TensorFlow (tensorflow) -** Deep learning library for research and production.
+2. **🤗 Huggingface Hub (huggingface_hub) -** Platform for sharing and accessing pre-trained models.
+3. **🔄 Transformers (transformers) -** Library for NLP and model inference.
+4. **🔥 Torch (torch) -** PyTorch library for dynamic deep learning.
+5. **🚀 Streamlit (streamlit) -** Rapidly build interactive ML web apps.
+6. **🎙️ Gradio (gradio) -** Create customizable web interfaces for ML models.
+7. **🐼 Pandas (pandas) -** Data manipulation and analysis.
+8. **🔢 NumPy (numpy) -** Numerical computing and array operations.
+9. **💬 LangChain (langchain) -** Framework for building applications with language models.
+10. **🤖 OpenAI (openai) -** API for accessing GPT models and AI services.
+11. **🔑 Azure MSAL (msal) -** Authentication library for Azure services.
+12. **⚙️ Scikit-learn (scikit-learn) -** Machine learning tools for data mining and analysis.
+13. **📈 Matplotlib (matplotlib) -** Plotting library for data visualization.
+14. **🔍 Seaborn (seaborn) -** Statistical data visualization.
+15. **📊 Plotly (plotly) -** Interactive graphing library.
+16. **📚 NLTK (nltk) -** Natural language processing toolkit.
+17. **🧪 SciPy (scipy) -** Scientific and technical computing.
+18. **⚡ FastAPI (fastapi) -** Build fast APIs for ML applications.
+19. **🛠 Dask (dask) -** Parallel computing with task scheduling.
+20. **🔗 Requests (requests) -** HTTP library for Python.
+'''
+md_js_libraries = r'''
+# 💻 JavaScript Libraries Guide
+1. **🔥 React (react) -** Library for building UI components.
+2. **⚛️ Redux (redux) -** Predictable state container for JavaScript apps.
+3. **🌐 Node.js (node) -** JavaScript runtime for building server-side applications.
+4. **💻 Express (express) -** Web framework for Node.js.
+5. **🔗 D3.js (d3) -** Library for dynamic, interactive data visualizations.
+6. **📊 Chart.js (chart.js) -** Simple yet flexible charting library.
+7. **🛠 Webpack (webpack) -** Module bundler for JavaScript applications.
+8. **⚙️ Babel (babel) -** Transpiler for next-generation JavaScript.
+9. **🚀 Next.js (next) -** React framework for server-side rendering.
+10. **🎨 Tailwind CSS (tailwindcss) -** Utility-first CSS framework for rapid UI development.
+11. **🌀 jQuery (jquery) -** DOM manipulation library.
+12. **🔍 Lodash (lodash) -** Utility library for JavaScript.
+13. **⏰ Moment.js (moment) -** Date library for parsing, validating and formatting dates.
+14. **📡 Axios (axios) -** Promise-based HTTP client.
+15. **💬 Socket.io (socket.io) -** Real-time communication library.
+16. **🖼 Vue.js (vue) -** Progressive framework for building user interfaces.
+17. **🅰️ Angular (angular) -** Platform for building mobile and desktop web applications.
+18. **🔥 Ember.js (ember) -** Framework for creating ambitious web applications.
+19. **📊 Mermaid.js (mermaid) -** Library for generating diagrams and flowcharts.
+20. **🎇 Three.js (three) -** Library for creating 3D graphics in the browser.
+'''
+# --------------------------
+# Mermaid Diagrams (using graph LR)
+# --------------------------
+mermaid_areas = {
+    "1. 👥 Leadership and Collaboration (LeCo)": r'''
+graph LR
+  LC[👥 Leadership and Collaboration (LeCo)]
+  LC --> LeCo1a[🚀 Strategic and Cross-Functional Leadership - Global strategy, team coordination and vendor management]
+  LC --> LeCo1b[🤝 Team Building and Agile Collaboration - Coaching, agile processes and stakeholder management]
+  LC --> LeCo1c[💡 Domain Expertise and Innovation - Deep AI knowledge and product strategy]
+    ''',
+    "2. 🔒 Security and Compliance (SeCo)": r'''
+graph LR
+  SC[🔒 Security and Compliance (SeCo)]
+  SC --> SeCo1[🛡️ Security Operations and Incident Response - Incident management, pen testing and vulnerability assessment]
+  SC --> SeCo2[✅ Compliance and Governance - Data quality, compliance polici