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# BrepFaultProbe Lessons
This file records the failure patterns that have already appeared in this project.
## 1. Do not require explicit labels when the geometry can be inferred
The sleeve-removal `b` case failed at first because the judge only accepted edges explicitly tagged as `push_face`.
Correct rule:
- accept explicit labels when present
- also infer the same feature from B-rep structure
- treat explicit labels as strong evidence, not the only evidence
## 2. Keep candidates separate from decisions
`*_candidate` is evidence, not a final answer.
If the pipeline mixes candidate evidence with final template matching, the judge will drift into false negatives or false positives.
## 3. Outer frame is not a functional feature
For 2D sketch graphs, the outer frame can be a valid drawable loop, but it does not by itself mean the image contains a meaningful machine-design feature.
Always separate:
- background outer frame
- actual functional loops
- inferred feature loops such as holes, slots, bosses, and ports
## 4. Image and model must share a canonical middle form
Raw raster edges and true section edges are not directly comparable.
The stable comparison point is:
- vertices
- drawable edges
- paths
- loops
- regions
- relations
- dimensions
## 5. Hatch lines are annotations
Section hatches must be excluded from drawable contour edges.
If they are treated as normal edges, the sketch graph becomes noisy and the loop/path matcher starts inventing structure.
## 6. One sample is not enough
A rule that works on one positive case may still fail on:
- unrelated cases
- weak candidates
- cases with no explicit role tags
- cases whose functional feature is expressed by a different geometric cue
Always verify at least:
- a positive case
- a negative case
- an unrelated case
- a weak/noisy case
## 7. Current open risk
`b` has been upgraded to infer push-face evidence from B-rep topology.
`c` and `d` still depend more on explicit region semantics, so they can repeat the same failure mode if the upstream extractor does not label them clearly enough.
## 8. Textbook image rules must name the exact measurable geometry
Failure pattern:
- A textbook rule says a "diameter" should be larger, but the drawing contains many diameters.
- If the extracted knowledge only says `boss_diameter > cover_diameter`, the B-rep pipeline may measure the wrong diameter, such as an inner hole, register-fit diameter, bearing-seat bore, bolt hole, or bolt-circle diameter.
Correct rule:
- The knowledge chunk must explicitly define the compared geometry by position and boundary role.
- Use terms such as `mounting-side outer contour`, `maximum outer diameter`, `cast boss outer boundary`, and `minimum boundary margin`.
- Also list excluded diameters when they are plausible distractors.
For Chapter 18.2.1, the rule is:
- compare the end cover mounting-side flange outer boundary or maximum outer diameter
- against the cast housing boss/recess/allowance-region outer boundary or maximum outer diameter
- require the housing cast boss boundary to contain the cover flange boundary with casting-position-error allowance
- do not compare the cover inner hole, register-fit diameter, bearing-seat bore, bolt holes, or bolt-circle diameter
Every image-to-rule extraction should preserve this level of specificity so model-side B-rep facts can be selected without ambiguity.
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# BrepFaultProbe
Formal entry point for B-rep based structural fault diagnosis experiments.
This tool collects the current B-rep fault-checking workflow behind one stable command surface:
- `model`: extract a true SolidWorks section B-rep and canonical 2D sketch graph.
- `bridge` / `interpret`: convert a SolidWorks model into a B-rep semantic bridge package, render SVG, patch map, local feature candidates, self-evolution audit, and optional AI interpretation.
- `diagnose-ch18`: run the formal Chapter 18 trial workflow for verified chunks 18.2.1 and 18.2.4. It first builds a semantic bridge, matches the mechanical semantic graph against the two chunks, and if a possible match is blocked by missing B-rep-extractable facts, it runs targeted deep extraction before writing the final match.
The formal model-side section extraction implementation is `tools\model-diagnostics\SectionBrepExtractor`. Old temporary wrappers that referenced `tmp` have been removed from this entry point.
Examples:
```powershell
dotnet run --project tools\model-diagnostics\BrepFaultProbe\BrepFaultProbe.csproj -c Release -- model "D:\path\model.SLDASM"
dotnet run --project tools\model-diagnostics\BrepFaultProbe\BrepFaultProbe.csproj -c Release -- bridge "D:\path\model.SLDASM" runtime\brep_semantic_bridge\trial1
dotnet run --project tools\model-diagnostics\BrepFaultProbe\BrepFaultProbe.csproj -c Release -- diagnose-ch18 "D:\path\model.SLDASM" runtime\knowledge_diagnosis_ch18\trial1
```
`bridge` writes these files:
- `structure_graph.json`: unified 2D B-rep, extracted relations, dimensions, 3D component/cylinder facts, and interpretation contract.
- `patch_map.json`: grid patches over the 2D B-rep render, with edge/owner/role references per patch.
- `render.svg`: a drawable 2D projection of the B-rep structure for visual grounding.
- `semantic_bridge_package.json`: model-ready payload combining the structure graph and render reference.
- `prompt.md`: the exact text prompt used for model interpretation.
- `ai_interpretation.md`: written only when `OPENAI_API_KEY` is set and the configured AI chat API call succeeds.
`diagnose-ch18` writes these files:
- `initial/`: first-pass bridge output.
- `knowledge_match.initial.json`: first-pass match against 18.2.1 and 18.2.4.
- `final/`: deep bridge output, written when a possible match needs more B-rep facts.
- `knowledge_match.final.json`: final match result.
- `diagnosis_manifest.json`: process manifest, including whether targeted re-extraction was performed.
Optional AI settings:
```powershell
$env:OPENAI_API_KEY = "..."
$env:OPENAI_MODEL = "qwen-vl-max"
$env:OPENAI_BASE_URL = "https://dashscope.aliyuncs.com/compatible-mode/v1"
$env:OPENAI_API_MODE = "chat_completions"
$env:OPENAI_MAX_IMAGES = "12"
dotnet run --project tools\model-diagnostics\BrepFaultProbe\BrepFaultProbe.csproj -c Release -- bridge "D:\path\model.SLDASM"
dotnet run --project tools\model-diagnostics\BrepFaultProbe\BrepFaultProbe.csproj -c Release -- bridge "D:\path\model.SLDASM" --model qwen-vl-max --max-iterations 2
dotnet run --project tools\model-diagnostics\BrepFaultProbe\BrepFaultProbe.csproj -c Release -- bridge "D:\path\model.SLDASM" --deep --no-ai
```
Self-evolution behavior:
- The bridge first audits local fact coverage: section count, contact relations, outside-adjacent edges, component facts, and cylindrical faces.
- If local coverage is weak, or `--deep` is passed, it automatically adds secondary section views with different guide axes.
- The structure package includes `SelfEvolutionAudit`, `SectionViews`, and `LocalFeatureCandidates`.
- When AI is enabled, the prompt requires a final JSON self-evolution request. If the model says more facts are needed, the tool performs one more interpretation pass using the enhanced package context and writes `ai_self_evolution.json`.
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