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| 1 | +# PR #468 — eSim RAG Bot Enhancements (by Harvi-2215) |
| 2 | + |
| 3 | +**Repo:** FOSSEE/eSim | **Status:** Open | **PR Author:** Harvi-2215 |
| 4 | +**Date Documented:** 2026-03-09 |
| 5 | + |
| 6 | +--- |
| 7 | + |
| 8 | +## Summary |
| 9 | + |
| 10 | +This PR integrates a full **RAG (Retrieval-Augmented Generation) based AI chatbot** ("eSim Copilot") into the eSim EDA tool. It merges work from two prior branches (HARIOM-BEEP, eSim Copilot Dev) and adds 5 new enhancements co-authored by Harvi-2215. |
| 11 | + |
| 12 | +**Total Commits:** 37 | **PR Link:** https://github.com/FOSSEE/eSim/pull/468 |
| 13 | + |
| 14 | +--- |
| 15 | + |
| 16 | +## Files Changed |
| 17 | + |
| 18 | +### Config & Build |
| 19 | + |
| 20 | +| File | Change | Description | |
| 21 | +|------|--------|-------------| |
| 22 | +| `.gitattributes` | Added | LF line endings for shell scripts | |
| 23 | +| `.gitignore` | Modified | Ignores `dist/` and local deploy scripts | |
| 24 | +| `requirements.txt` | Modified | Added AI/ML/chatbot libraries | |
| 25 | +| `requirements-copilot.txt` | Added | Dedicated chatbot dependency list | |
| 26 | + |
| 27 | +### Documentation |
| 28 | + |
| 29 | +| File | Change | Description | |
| 30 | +|------|--------|-------------| |
| 31 | +| `README_CHATBOT.md` | Added | Chatbot setup and usage guide | |
| 32 | +| `CHATBOT_ENHANCEMENT_PROPOSAL.md` | Added | Architecture roadmap and feature gaps | |
| 33 | +| `SESSION_SUMMARY.md` | Added | Comprehensive guide of all implementation items | |
| 34 | +| `DEPLOY_UBUNTU.md` | Added | Ubuntu deployment instructions | |
| 35 | +| `PULL_REQUEST_GUIDE.md` | Added | Fork/push/PR workflow guide (Harvi-2215) | |
| 36 | +| `images/chatbot.png` | Added | Chatbot UI screenshot | |
| 37 | + |
| 38 | +### Scripts |
| 39 | + |
| 40 | +| File | Change | Description | |
| 41 | +|------|--------|-------------| |
| 42 | +| `scripts/setup_copilot_ubuntu.sh` | Added | Ubuntu setup automation | |
| 43 | +| `scripts/launch_esim.sh` | Added | eSim launcher shell script | |
| 44 | +| `scripts/test_copilot_enhancements.py` | Added | Python test suite | |
| 45 | +| `scripts/test_copilot_enhancements.sh` | Added | Shell test runner | |
| 46 | +| `scripts/deploy_to_vm.ps1.example` | Added | PowerShell VM deploy example | |
| 47 | +| `scripts/zip_for_vm.ps1` | Added | PowerShell packaging utility | |
| 48 | +| `scripts/README_TESTS.md` | Added | Testing documentation | |
| 49 | + |
| 50 | +### New Chatbot Module (`src/chatbot/`) |
| 51 | + |
| 52 | +| File | Description | |
| 53 | +|------|-------------| |
| 54 | +| `__init__.py` | Package init with core imports | |
| 55 | +| `chatbot_core.py` | Question routing, classification, response handling | |
| 56 | +| `knowledge_base.py` | ChromaDB vector store with RAG and relevance thresholds | |
| 57 | +| `ollama_runner.py` | Ollama API wrapper for text/embedding models | |
| 58 | +| `error_solutions.py` | Error pattern → fix mapping | |
| 59 | +| `image_handler.py` | PaddleOCR + MiniCPM-V vision analysis | |
| 60 | +| `stt_handler.py` | Vosk-based offline speech-to-text | |
| 61 | + |
| 62 | +### Frontend Integration (`src/frontEnd/`) |
| 63 | + |
| 64 | +| File | Change | Description | |
| 65 | +|------|--------|-------------| |
| 66 | +| `Application.py` | Modified | Toolbar button + error signal handling for chatbot | |
| 67 | +| `DockArea.py` | Modified | Creates chatbot dock widget | |
| 68 | +| `Chatbot.py` | Added/Modified | Dockable chat UI with FACT-based netlist analysis | |
| 69 | +| `ProjectExplorer.py` | Modified | "Analyze this Netlist" context menu item | |
| 70 | +| `TerminalUi.py` | Modified | Terminal UI adjustments | |
| 71 | +| `Workspace.py` | Modified | Workspace integration fixes | |
| 72 | +| `manual/esim_netlist_analysis_output_contract.txt` | Added | Netlist analysis I/O spec | |
| 73 | + |
| 74 | +### Other |
| 75 | + |
| 76 | +| File | Change | Description | |
| 77 | +|------|--------|-------------| |
| 78 | +| `src/ingest.py` | Added | Document ingestion for knowledge base population | |
| 79 | +| `src/manuals/esim_netlist_analysis_output_contract.txt` | Added | Bundled netlist validation contract | |
| 80 | + |
| 81 | +--- |
| 82 | + |
| 83 | +## Commits Directly by Harvi-2215 |
| 84 | + |
| 85 | +| # | Commit | Details | |
| 86 | +|---|--------|---------| |
| 87 | +| 36 | Add PR guide with fork/push/PR instructions | Added `PULL_REQUEST_GUIDE.md` | |
| 88 | +| 37 | Add 5 enhancements: one-click fix, batch analysis, model settings, real-time hints | Major feature additions (see below) | |
| 89 | + |
| 90 | +### 5 Enhancements Added in Commit 37 |
| 91 | + |
| 92 | +1. **One-click netlist fixing** — Auto-detects and applies common netlist corrections |
| 93 | +2. **Batch analysis** — Processes multiple netlists/images without UI blocking |
| 94 | +3. **Model selection settings** — Configurable text and vision models, persisted to local config |
| 95 | +4. **Real-time KiCad hints** — Detects floating nodes, missing models, and grounding issues every 30 seconds |
| 96 | +5. **Copy button** — Copy chatbot responses to clipboard |
| 97 | + |
| 98 | +--- |
| 99 | + |
| 100 | +## All Commits by Author |
| 101 | + |
| 102 | +| Author | Date Range | Commit Count | Focus Area | |
| 103 | +|--------|------------|-------------|------------| |
| 104 | +| HARIOM-BEEP | Jan 7–17, 2026 | 21 | Core chatbot module, frontend integration, RAG, knowledge base | |
| 105 | +| eSim Copilot Dev | Mar 3, 2026 | 7 | Ubuntu support, STT, ChromaDB path fix, session summary, netlist contract | |
| 106 | +| Harvi-2215 & Claude | Mar 6, 2026 | 2 | PR guide + 5 new enhancements | |
| 107 | + |
| 108 | +### Commit Log (Chronological) |
| 109 | + |
| 110 | +#### Jan 7, 2026 — HARIOM-BEEP |
| 111 | +1. Refactor Application.py and integrate chatbot features |
| 112 | +2. Refactor DockArea.py for chatbot integration |
| 113 | +3. Enhance ProjectExplorer with netlist analysis |
| 114 | +4. Refactor redoSimulation method to simplify logic |
| 115 | +5. Create documentation for eSim netlist analysis |
| 116 | +6. Create eSim netlist analysis output contract |
| 117 | +7. Initialize eSim Chatbot package with core imports |
| 118 | +8. Add core functionality for eSim Copilot |
| 119 | +9. Add files via upload |
| 120 | +10. Revise eSim netlist analysis output contract |
| 121 | + |
| 122 | +#### Jan 10, 2026 — HARIOM-BEEP |
| 123 | +11. Add files via upload |
| 124 | +12. Merge branch 'FOSSEE:master' into master |
| 125 | + |
| 126 | +#### Jan 14, 2026 — HARIOM-BEEP |
| 127 | +13. Add files via upload |
| 128 | + |
| 129 | +#### Jan 16–17, 2026 — HARIOM-BEEP |
| 130 | +14. Add files via upload |
| 131 | +15. Fix import statement for browse_path module |
| 132 | +16. Create README for eSim Copilot project |
| 133 | +17. Add new libraries to requirements.txt for chatbot |
| 134 | +18. Add files via upload |
| 135 | +19. Change section splitting method in knowledge_base.py |
| 136 | +20. Add ingest manuals section to README |
| 137 | +21. Delete src/chatbot/setup_chatbot.py |
| 138 | +22. Change default text model to qwen2.5:3b |
| 139 | +23. Update eSim reference manual with new sections |
| 140 | +24. Remove extra quotation marks in manual |
| 141 | +25. Update README with paddlepaddle installation command |
| 142 | +26. Fix case sensitivity in Python script command |
| 143 | +27. Enhance response handling with RAG and topic detection |
| 144 | +28. Revise README with updated dependencies and setup |
| 145 | + |
| 146 | +#### Mar 3, 2026 — eSim Copilot Dev |
| 147 | +29. Chatbot Enhancements: Ubuntu deployment support, optional STT, ChromaDB path fix |
| 148 | +30. Chatbot Enhancements: Ubuntu deployment, hdlparse fix, Workspace.py fix, launch script |
| 149 | +31. Session Summary: comprehensive guide |
| 150 | +32. Add Chatbot Enhancement Proposal, update Session Summary |
| 151 | +33. Merge Hariom's branch into enhancements |
| 152 | +34. Merge Chatbot Enhancements into main branch |
| 153 | +35. Copilot enhancements: RAG threshold, netlist contract, PaddleOCR, copy button |
| 154 | + |
| 155 | +#### Mar 6, 2026 — Harvi-2215 & Claude |
| 156 | +36. Add PR guide with fork/push/PR instructions |
| 157 | +37. Add 5 enhancements: one-click fix, batch analysis, model settings, real-time hints |
| 158 | + |
| 159 | +--- |
| 160 | + |
| 161 | +## Key Technical Highlights |
| 162 | + |
| 163 | +- **ChromaDB** used as vector store for semantic document retrieval |
| 164 | +- **Ollama** as local LLM backend (default model: `qwen2.5:3b`) |
| 165 | +- **PaddleOCR + MiniCPM-V** for vision/image analysis |
| 166 | +- **Vosk** for offline speech-to-text (optional) |
| 167 | +- **RAG fallback** with relevance threshold to avoid hallucinations |
| 168 | +- **Semantic topic switch detection** for better multi-turn context handling |
| 169 | +- Real-time KiCad netlist validation runs every **30 seconds** |
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