Commit
Β·
0fb81b1
1
Parent(s):
f2ae1a5
Add intro banner, update BUILD_PLAN status, link to aamanlamba.com
Browse files- Added professional gradient banner to app.py with website/GitHub links
- Updated BUILD_PLAN.md to reflect FEATURE COMPLETE status
- Added aamanlamba.com links throughout README.md
- All 13 tests passing
π€ Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
- BUILD_PLAN.md +165 -198
- README.md +5 -4
- app.py +22 -5
BUILD_PLAN.md
CHANGED
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## Competition: Gradio Agents & MCP Hackathon - Winter 2025
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**Deadline:** November 30, 2025
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**Track:** Track 2 - MCP in Action (Productivity)
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---
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## Judging Criteria Alignment
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| Criteria | Weight |
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| Design/Polished UI-UX | High |
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| Functionality | High |
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| Creativity | High |
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| Documentation | High |
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| Real-world Impact | High |
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---
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## Submission Requirements Checklist
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- [
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- [ ] Social media post (LinkedIn/X) published
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- [ ] Demo video (1-5 minutes)
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---
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### 2.1 HuggingFace MCP Server Integration
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**Priority:** Critical
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**Status:**
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#### Tasks:
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- [ ] Support for multiple MCP server endpoints
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#### Files
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- `app.py` -
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- `mcp_example/server.py` - Enhance for HF deployment
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---
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### 2.2 Comprehensive Sample Test Data
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**Priority:** Critical
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**Status:**
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#### Tasks:
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####
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- `samples/
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- `samples/
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- `samples/
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- `samples/
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- `samples/
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- `samples/
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---
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### 2.3 Export to Data Catalogs (Collibra, Purview, Alation)
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**Priority:** High
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**Status:**
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#### Tasks:
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#### Export Formats:
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```
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```
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#### Files to Create:
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- `exporters/__init__.py`
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- `exporters/base.py`
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- `exporters/openlineage.py`
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- `exporters/collibra.py`
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- `exporters/purview.py`
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- `exporters/alation.py`
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---
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### 2.4 User Guide with Sample Lineage Examples
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**Priority:** High
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**Status:**
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#### Tasks:
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#### Sample Scenarios to Document:
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1. Simple table-to-table lineage
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2. Multi-hop data pipeline lineage
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3. dbt model dependency graph
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4. Airflow DAG task dependencies
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5. Cross-database lineage
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6. API-to-database data flow
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7. ETL job lineage
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---
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### 2.5 Gradio 6 Upgrade & UI/UX Enhancement
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**Priority:** Critical (Competition Requirement)
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**Status:**
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#### Tasks:
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#### UI
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- Professional
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- Mobile-friendly design
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---
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### 2.6 Agentic Chatbot Integration
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**Priority:** Critical (Competition Judging)
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**Status:**
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#### Tasks:
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---
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### 2.7 Demo Video Production
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**Priority:** Critical (Submission Requirement)
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**Status:**
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#### Video Content Plan (1-5 minutes):
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1. Introduction (15s)
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2. Problem statement (20s)
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3. Live demo -
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4. Live demo - Sample data (30s)
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5. Export features (30s)
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6. MCP integration (30s)
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7. Real-world use cases (30s)
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8. Call to action (15s)
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---
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## Technical Architecture
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### Current Architecture:
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```
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User -> Gradio UI -> Stub Extractors -> Mermaid Render
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```
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###
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```
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User -> Gradio 6 UI -> Agentic Chatbot
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-> MCP Server (
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-> Lineage Parser
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-> Graph Visualizer
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-> Export Engine -> [Collibra|Purview|Alation|Atlas]
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-> Mermaid/DOT/Text Render
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```
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---
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## Dependencies
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```txt
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# requirements.txt
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gradio>=6.0.0
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anthropic>=0.25.0
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```
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---
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## Testing
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### Unit Tests:
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### Manual Tests:
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- [ ] UI/UX on different browsers
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- [ ] Mobile responsiveness
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- [ ] Load testing with large graphs
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---
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## Deployment
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### HuggingFace Space:
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- [ ] Verify MCP server connectivity
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### Documentation:
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---
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##
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### Short-term (Days 3-5):
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4. Implement agentic chatbot
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5. HuggingFace MCP integration
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6. UI/UX enhancements
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### Final (Days 6-7):
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7. Create user guide
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8. Record demo video
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9. Final testing and deployment
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10. Social media post
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---
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##
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---
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##
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- [ ] Export files validate against schemas
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- [ ] MCP integration functional
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- [ ] UI is polished and intuitive
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- [ ] Documentation is comprehensive
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---
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- Competition ends November 30, 2025 at 11:59 PM UTC
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- Focus on "Productivity" track for Track 2
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## Competition: Gradio Agents & MCP Hackathon - Winter 2025
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**Deadline:** November 30, 2025
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**Track:** Track 2 - MCP in Action (Productivity)
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**Author:** [Aaman Lamba](https://aamanlamba.com)
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---
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## π Project Status: FEATURE COMPLETE
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All major features have been implemented and tested. The application is live on HuggingFace Spaces.
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**Live Demo:** [huggingface.co/spaces/aamanlamba/Lineage-graph-accelerator](https://huggingface.co/spaces/aamanlamba/Lineage-graph-accelerator)
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---
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## Judging Criteria Alignment
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| Criteria | Weight | Status | Implementation |
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|----------|--------|--------|----------------|
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| Design/Polished UI-UX | High | β
Complete | Professional Gradio 6 UI with tabs, accordions, interactive graphs |
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| Functionality | High | β
Complete | Full MCP integration, 5 export formats, Gemini AI chatbot |
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| Creativity | High | β
Complete | Multi-format lineage extraction with AI-powered parsing |
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| Documentation | High | β
Complete | Comprehensive README, USER_GUIDE.md, inline comments |
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| Real-world Impact | High | β
Complete | Production-ready for enterprise data governance |
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---
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## Submission Requirements Checklist
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- [x] HuggingFace Space deployed
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- [ ] Social media post (LinkedIn/X) published
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- [x] README with complete documentation
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- [ ] Demo video (1-5 minutes)
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- [x] All team member HF usernames in Space README
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---
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### 2.1 HuggingFace MCP Server Integration
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**Priority:** Critical
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**Status:** β
COMPLETE
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#### Completed Tasks:
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- [x] Implemented Local Demo MCP for standalone operation
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- [x] Added MCP server configuration UI
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- [x] Created fallback chain: MCP Server -> Local Demo -> Stub
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- [x] Added health check and status indicators
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- [x] Support for custom MCP server endpoints
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#### Files Modified:
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- `app.py` - MCP integration with demo mode
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---
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### 2.2 Comprehensive Sample Test Data
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**Priority:** Critical
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**Status:** β
COMPLETE
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#### Completed Tasks:
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- [x] Create realistic dbt manifest sample
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- [x] Create Airflow DAG metadata sample
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- [x] Create SQL DDL with complex lineage sample
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- [x] Create data warehouse lineage sample (Snowflake/BigQuery style)
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- [x] Create ETL workflow sample
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- [x] Create complex lineage demo (50+ nodes)
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- [x] Add "Demo Gallery" one-click examples in UI
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#### Files Created:
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- `samples/sample_metadata.json` - Simple JSON lineage
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- `samples/dbt_manifest_sample.json` - Full dbt project with 15+ models
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- `samples/airflow_dag_sample.json` - ETL pipeline with 15 tasks
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- `samples/sql_ddl_sample.sql` - SQL DDL statements
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- `samples/warehouse_lineage_sample.json` - Snowflake-style multi-layer
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- `samples/etl_pipeline_sample.json` - Multi-source ETL pipeline
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- `samples/complex_lineage_demo.json` - 50+ node e-commerce platform
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---
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### 2.3 Export to Data Catalogs (Collibra, Purview, Alation)
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**Priority:** High
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**Status:** β
COMPLETE
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#### Completed Tasks:
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- [x] Design universal lineage export format (OpenLineage)
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- [x] Implement Collibra export format
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- [x] Implement Microsoft Purview export format
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- [x] Implement Alation export format
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- [x] Implement Apache Atlas export format
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- [x] Add export UI with format selection
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- [x] Add download/copy buttons for each format
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#### Export Formats Implemented:
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```
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exporters/
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βββ __init__.py # Package exports
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βββ base.py # Base classes (LineageGraph, LineageNode, LineageEdge)
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βββ openlineage.py # OpenLineage standard format
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βββ collibra.py # Collibra Data Intelligence
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βββ purview.py # Microsoft Purview
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βββ alation.py # Alation Data Catalog
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βββ atlas.py # Apache Atlas
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```
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---
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### 2.4 User Guide with Sample Lineage Examples
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**Priority:** High
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**Status:** β
COMPLETE
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#### Completed Tasks:
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- [x] Create comprehensive USER_GUIDE.md
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- [x] Add getting started section
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- [x] Document all input formats supported
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- [x] Create step-by-step tutorials
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- [x] Add troubleshooting section
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- [x] Include sample lineage scenarios with expected outputs
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- [x] Add integration guides for each data catalog
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---
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### 2.5 Gradio 6 Upgrade & UI/UX Enhancement
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**Priority:** Critical (Competition Requirement)
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**Status:** β
COMPLETE
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#### Completed Tasks:
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- [x] Upgrade to Gradio 6 (competition requirement)
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- [x] Implement agentic chatbot interface (Google Gemini)
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- [x] Improve layout and responsiveness
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- [x] Add progress indicators and loading states
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- [x] Implement error handling with user-friendly messages
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- [x] Add interactive graph zoom/pan (click-to-zoom)
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- [x] Add PNG/SVG download buttons
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- [x] Add Mermaid Live Editor link
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#### UI Features Implemented:
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- Professional tabbed interface
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- Demo Gallery with one-click samples
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- Collapsible accordions for advanced options
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- Color-coded node types in visualizations
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- Export format dropdown with copy functionality
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---
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### 2.6 Agentic Chatbot Integration
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**Priority:** Critical (Competition Judging)
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**Status:** β
COMPLETE
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#### Completed Tasks:
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- [x] Implement conversational interface for lineage queries
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- [x] Add natural language input for lineage extraction
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- [x] Enable follow-up questions about lineage
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- [x] Integrate with Google Gemini API (sponsor integration)
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- [x] Implement context memory for conversations
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- [x] Add "Use Generated JSON" button to transfer AI output
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---
|
| 160 |
|
| 161 |
### 2.7 Demo Video Production
|
| 162 |
**Priority:** Critical (Submission Requirement)
|
| 163 |
+
**Status:** β³ PENDING
|
| 164 |
|
| 165 |
#### Video Content Plan (1-5 minutes):
|
| 166 |
+
1. Introduction (15s) - What is Lineage Graph Accelerator
|
| 167 |
+
2. Problem statement (20s) - Why data lineage matters
|
| 168 |
+
3. Live demo - AI Assistant (30s) - Ask Gemini to generate lineage
|
| 169 |
+
4. Live demo - Sample data (30s) - Use Demo Gallery
|
| 170 |
+
5. Export features (30s) - Export to Collibra/Purview/Atlas
|
| 171 |
+
6. MCP integration (30s) - Show MCP checkbox feature
|
| 172 |
+
7. Real-world use cases (30s) - Enterprise scenarios
|
| 173 |
+
8. Call to action (15s) - Try it on HuggingFace
|
| 174 |
|
| 175 |
---
|
| 176 |
|
| 177 |
+
## Technical Architecture
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 178 |
|
| 179 |
+
### Implemented Architecture:
|
| 180 |
```
|
| 181 |
+
User -> Gradio 6 UI -> Agentic Chatbot (Gemini)
|
| 182 |
+
-> MCP Server (Local Demo/Custom)
|
| 183 |
+
-> Lineage Parser (dbt/Airflow/SQL/JSON)
|
| 184 |
+
-> Graph Visualizer (Mermaid.ink)
|
| 185 |
+
-> Export Engine -> [OpenLineage|Collibra|Purview|Alation|Atlas]
|
|
|
|
| 186 |
```
|
| 187 |
|
| 188 |
---
|
| 189 |
|
| 190 |
+
## Dependencies
|
| 191 |
|
| 192 |
```txt
|
| 193 |
+
# requirements.txt
|
| 194 |
gradio>=6.0.0
|
| 195 |
anthropic>=0.25.0
|
| 196 |
+
google-cloud-bigquery>=3.10.0
|
| 197 |
+
google-generativeai>=0.8.0
|
| 198 |
+
requests>=2.31.0
|
| 199 |
+
pyyaml>=6.0
|
| 200 |
```
|
| 201 |
|
| 202 |
---
|
| 203 |
|
| 204 |
+
## Testing Status
|
| 205 |
|
| 206 |
+
### Unit Tests: β
13/13 Passing
|
| 207 |
+
- [x] Test all export formats (5 tests)
|
| 208 |
+
- [x] Test sample data loading (3 tests)
|
| 209 |
+
- [x] Test visualization rendering (2 tests)
|
| 210 |
+
- [x] Test lineage extraction functions (3 tests)
|
| 211 |
|
| 212 |
+
Run tests:
|
| 213 |
+
```bash
|
| 214 |
+
python -m unittest tests.test_app -v
|
| 215 |
+
```
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 216 |
|
| 217 |
---
|
| 218 |
|
| 219 |
+
## Deployment Status
|
| 220 |
|
| 221 |
+
### HuggingFace Space: β
LIVE
|
| 222 |
+
- [x] Space SDK set to Gradio 6
|
| 223 |
+
- [x] Environment configured
|
| 224 |
+
- [x] All features tested on HF infrastructure
|
| 225 |
+
- [x] MCP integration working
|
|
|
|
| 226 |
|
| 227 |
+
### Documentation: β
COMPLETE
|
| 228 |
+
- [x] README.md complete
|
| 229 |
+
- [x] USER_GUIDE.md complete
|
| 230 |
+
- [ ] Demo video - TO DO
|
| 231 |
+
- [ ] Social media post - TO DO
|
| 232 |
|
| 233 |
---
|
| 234 |
|
| 235 |
+
## Remaining Tasks
|
| 236 |
|
| 237 |
+
| Task | Priority | Status |
|
| 238 |
+
|------|----------|--------|
|
| 239 |
+
| Record demo video (1-5 min) | **CRITICAL** | β³ Pending |
|
| 240 |
+
| Publish social media post | **CRITICAL** | β³ Pending |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 241 |
|
| 242 |
---
|
| 243 |
|
| 244 |
+
## Success Metrics
|
| 245 |
|
| 246 |
+
- [x] All judging criteria addressed
|
| 247 |
+
- [ ] Submission requirements complete (pending: video, social)
|
| 248 |
+
- [x] Demo runs without errors
|
| 249 |
+
- [x] Export files validate correctly
|
| 250 |
+
- [x] MCP integration functional
|
| 251 |
+
- [x] UI is polished and intuitive
|
| 252 |
+
- [x] Documentation is comprehensive
|
| 253 |
|
| 254 |
---
|
| 255 |
|
| 256 |
+
## Links
|
| 257 |
|
| 258 |
+
- **Live Demo:** [HuggingFace Space](https://huggingface.co/spaces/aamanlamba/Lineage-graph-accelerator)
|
| 259 |
+
- **Author:** [Aaman Lamba](https://aamanlamba.com)
|
| 260 |
+
- **Documentation:** [USER_GUIDE.md](USER_GUIDE.md)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 261 |
|
| 262 |
---
|
| 263 |
|
|
|
|
| 265 |
|
| 266 |
- Competition ends November 30, 2025 at 11:59 PM UTC
|
| 267 |
- Focus on "Productivity" track for Track 2
|
| 268 |
+
- Google Gemini integrated for sponsor bonus consideration
|
| 269 |
+
- All features tested and working on HuggingFace Spaces
|
README.md
CHANGED
|
@@ -265,7 +265,7 @@ python test_setup.py
|
|
| 265 |
|
| 266 |
**Team Members**:
|
| 267 |
|
| 268 |
-
- [aamanlamba](https://huggingface.co/aamanlamba)
|
| 269 |
|
| 270 |
### Judging Criteria Alignment
|
| 271 |
|
|
@@ -331,13 +331,14 @@ MIT License - see [LICENSE](LICENSE) for details.
|
|
| 331 |
## π Support
|
| 332 |
|
| 333 |
- **Documentation**: [USER_GUIDE.md](USER_GUIDE.md)
|
| 334 |
-
- **
|
| 335 |
-
- **
|
|
|
|
| 336 |
|
| 337 |
---
|
| 338 |
|
| 339 |
<p align="center">
|
| 340 |
-
Built with β€οΈ for the <strong>Gradio Agents & MCP Hackathon - Winter 2025</strong>
|
| 341 |
<br>
|
| 342 |
Celebrating MCP's 1st Birthday! π
|
| 343 |
</p>
|
|
|
|
| 265 |
|
| 266 |
**Team Members**:
|
| 267 |
|
| 268 |
+
- [Aaman Lamba](https://aamanlamba.com) | [HuggingFace](https://huggingface.co/aamanlamba) | [GitHub](https://github.com/aamanlamba)
|
| 269 |
|
| 270 |
### Judging Criteria Alignment
|
| 271 |
|
|
|
|
| 331 |
## π Support
|
| 332 |
|
| 333 |
- **Documentation**: [USER_GUIDE.md](USER_GUIDE.md)
|
| 334 |
+
- **Author Website**: [aamanlamba.com](https://aamanlamba.com)
|
| 335 |
+
- **Issues**: [GitHub Issues](https://github.com/aamanlamba/lineage-graph-accelerator/issues)
|
| 336 |
+
- **Discussion**: [HuggingFace Community](https://huggingface.co/spaces/aamanlamba/Lineage-graph-accelerator/discussions)
|
| 337 |
|
| 338 |
---
|
| 339 |
|
| 340 |
<p align="center">
|
| 341 |
+
Built with β€οΈ by <a href="https://aamanlamba.com"><strong>Aaman Lamba</strong></a> for the <strong>Gradio Agents & MCP Hackathon - Winter 2025</strong>
|
| 342 |
<br>
|
| 343 |
Celebrating MCP's 1st Birthday! π
|
| 344 |
</p>
|
app.py
CHANGED
|
@@ -912,12 +912,29 @@ with gr.Blocks(
|
|
| 912 |
fill_height=True
|
| 913 |
) as demo:
|
| 914 |
|
| 915 |
-
# Header
|
| 916 |
-
gr.
|
| 917 |
-
#
|
| 918 |
-
|
| 919 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 920 |
|
|
|
|
| 921 |
### What You Can Do
|
| 922 |
|
| 923 |
| Feature | Description |
|
|
|
|
| 912 |
fill_height=True
|
| 913 |
) as demo:
|
| 914 |
|
| 915 |
+
# Header Banner
|
| 916 |
+
gr.HTML("""
|
| 917 |
+
<div style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 24px 32px; border-radius: 12px; margin-bottom: 20px; box-shadow: 0 4px 15px rgba(102, 126, 234, 0.3);">
|
| 918 |
+
<div style="display: flex; justify-content: space-between; align-items: center; flex-wrap: wrap; gap: 16px;">
|
| 919 |
+
<div>
|
| 920 |
+
<h1 style="color: white; margin: 0 0 8px 0; font-size: 2em; font-weight: 700;">Lineage Graph Accelerator</h1>
|
| 921 |
+
<p style="color: rgba(255,255,255,0.9); margin: 0; font-size: 1.1em;">AI-powered data lineage extraction and visualization for modern data platforms</p>
|
| 922 |
+
</div>
|
| 923 |
+
<div style="display: flex; gap: 12px; flex-wrap: wrap;">
|
| 924 |
+
<a href="https://aamanlamba.com" target="_blank" style="background: rgba(255,255,255,0.2); color: white; padding: 8px 16px; border-radius: 6px; text-decoration: none; font-weight: 500; transition: background 0.2s;">By Aaman Lamba</a>
|
| 925 |
+
<a href="https://github.com/aamanlamba" target="_blank" style="background: rgba(255,255,255,0.2); color: white; padding: 8px 16px; border-radius: 6px; text-decoration: none; font-weight: 500;">GitHub</a>
|
| 926 |
+
</div>
|
| 927 |
+
</div>
|
| 928 |
+
<div style="margin-top: 16px; padding-top: 16px; border-top: 1px solid rgba(255,255,255,0.2);">
|
| 929 |
+
<span style="background: rgba(255,255,255,0.25); color: white; padding: 4px 10px; border-radius: 12px; font-size: 0.85em; margin-right: 8px;">Gradio 6</span>
|
| 930 |
+
<span style="background: rgba(255,255,255,0.25); color: white; padding: 4px 10px; border-radius: 12px; font-size: 0.85em; margin-right: 8px;">MCP Integration</span>
|
| 931 |
+
<span style="background: rgba(255,255,255,0.25); color: white; padding: 4px 10px; border-radius: 12px; font-size: 0.85em; margin-right: 8px;">Gemini AI</span>
|
| 932 |
+
<span style="background: rgba(255,255,255,0.25); color: white; padding: 4px 10px; border-radius: 12px; font-size: 0.85em;">5 Export Formats</span>
|
| 933 |
+
</div>
|
| 934 |
+
</div>
|
| 935 |
+
""")
|
| 936 |
|
| 937 |
+
gr.Markdown("""
|
| 938 |
### What You Can Do
|
| 939 |
|
| 940 |
| Feature | Description |
|