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+# Triskel for graph layout — evaluated, forked, integrated
+
+> **Outcome.** Shipped as the `triskel` engine behind `graph.layout(engine=...)`,
+> preferred by `auto` up to 250 blocks, off a local fork
+> (`~/dev/triskel`, branch `idatui`, see its `PATCHES.md`). The library needed
+> six fixes before it could be used from Python at all — including a segfault
+> and a binding bug that made edge routes unreachable. Everything below is the
+> evaluation that led there; `docs/GRAPH_VIEW.md` documents what shipped.
+
+
+[triskel](https://github.com/triskellib/triskel) (MPL-2.0, C++23, 126★) is a CFG
+layout engine from Inria, the implementation of *[Towards better CFG
+layouts](https://hal.science/hal-04996939)*. Its idea is genuinely better than
+ours: before running Sugiyama, split the CFG into **Single-Entry Single-Exit
+(SESE) regions**, lay each region out on its own, then paste the region layouts
+back in as single super-nodes. Divide and conquer, so crossings stay local.
+
+This is what happened when we actually ran it against `idatui.graph` on the
+128-function corpus in `.auto/cfg-corpus.json`.
+
+**Verdict as first written: don't link the library, port the idea.** That was
+reversed after the blockers turned out to be six small, independent patches
+rather than algorithm work — and one of them (settable spacing) removed the
+quantisation problem entirely instead of managing it. Reimplementing 350 lines
+of cycle-equivalence C++ in Python to avoid a `#include` would have been a poor
+trade. The licensing note at the end is why the fork stays a fork: MPL-2.0 is
+file-level copyleft, so linking it costs us nothing, and our changes to *their*
+files stay in *their* repo.
+
+## The quality gap is real
+
+Both engines fed identical blocks and identical cell sizes (triskel gets them as
+"pixels" at 16×32 per cell). Crossings are proper segment intersections counted
+on each engine's own edge polylines; `X` is that count, `None` = above the
+counting cap.
+
+```
+ blk edge | ours ms ours WxH X | tk ms tk WxH(cells) X | name
+ 9 14 | 0.5 89x62 5 | 0.3 81x71 1 | sub_61D0
+ 10 41 | 1.3 99x80 10 | 0.5 86x105 0 | sub_3500
+ 17 44 | 1.4 213x144 6 | 0.6 159x171 0 | sub_2FF0
+ 21 33 | 1.2 724x105 41 | 0.5 782x119 0 | sub_5CA0
+ 38 150 | 4.7 325x305 32 | 2.8 202x392 1 | sub_2C90
+ 87 428 | 14.8 1202x444 None | 30.3 850x775 None | main
+ 109 647 | 25.9 793x476 None | 53.6 363x970 None | sub_69C0
+ 424 3340 | 145.7 9222x1386 None | 1534.3 1872x3883 None | sub_3720
+total ours 207 ms triskel 1626 ms (full corpus in /tmp/tk_cmp.py)
+```
+
+Two things to take from that table:
+
+- **Crossings collapse to ~0.** Every function under 40 blocks lays out with 0
+ or 1 crossing, where ours has up to 41. That is the SESE decomposition doing
+ exactly what the paper claims.
+- **Canvases get narrow and tall.** `sub_69C0`: 793×476 → 363×970. `sub_3720`:
+ 9222×1386 → 1872×3883. For a terminal that is the right trade — vertical
+ scrolling is free, horizontal panning is the thing that makes our graph view
+ feel like peering through a letterbox.
+
+And it costs us on speed above ~40 blocks: 2× slower at 87–109 blocks, **10×
+slower at 424** (1.5 s vs 145 ms). So it would not let us raise the 400-block
+cap; it would argue for lowering it.
+
+## The output *is* renderable in character cells
+
+This was the thing that could have killed the idea outright, and it doesn't:
+
+- **Every segment is axis-aligned.** 0 diagonal segments out of 1708 (`main`)
+ and 2471 (`sub_69C0`). Box-drawing characters map straight onto it.
+- **No edge is routed through a box.** The "edge cells inside a box" count comes
+ out at exactly ~1 per edge — that is the polyline's first waypoint, which sits
+ at the source node's *centre*. Clip the first and last segment to the border
+ and it is clean.
+- **Quantisation is a knob, not a wall.** Triskel packs edges in continuous
+ space, so rounding to cells can drop two edges into one column. How often
+ depends entirely on the px-per-cell we feed it (`main`, 140 edges):
+
+ | px/cell | edge cells | cells shared by >1 edge |
+ |---|---|---|
+ | 8×16 | 50418 | 73 (0.1%) |
+ | 12×24 | 41536 | 69 (0.2%) |
+ | 16×32 | 36071 | 1026 (2.8%) |
+ | 24×48 | 28113 | 4525 (16.1%) |
+
+ The gutters are hardcoded constants (`X_GUTTER=50`, `Y_GUTTER=40`,
+ `EDGE_HEIGHT=30`), so px-per-cell is really "how many cells of gutter do I
+ buy". Cheap cells → wider canvas, unambiguous edges. This matters more for us
+ than for a pixel renderer: an ambiguous cell isn't just ugly, it breaks
+ click-to-select-edge and the incident-edge highlight, which assume a cell
+ belongs to one edge. Our lane-packed channels exist to make that impossible.
+
+## Why we can't just `pip install pytriskel` (all fixed in the fork)
+
+1. **No wheel we can use.** All ten releases ship `manylinux_2_34_x86_64` wheels
+ for cp37–cp313 and **no sdist**. Our venv is Python 3.14 → `pip install`
+ finds nothing. It is also x86_64-Linux only: no macOS, no arm64, no Windows.
+2. **The Python bindings can't return edge routes at all.** `pytriskel.cpp`
+ never includes `<pybind11/stl.h>`, so `get_waypoints()` raises
+ `Unable to convert function return value to a Python type` on every published
+ version. The `.pyi` stub gives it away: `get_waypoints(self, arg0: int) -> ...`.
+ From the shipped wheel you can get node coordinates and save a PNG — that is
+ it. A one-line patch fixes it (verified locally).
+3. **Building from source works but is heavy.** Verified here: clone, `cmake
+ -DENABLE_CAIRO=ON -DBUILD_BINDINGS=ON`, ~2 minutes, produces a working
+ `pytriskel.cpython-314-*.so`. But `BUILD_BINDINGS` is gated on
+ `ENABLE_CAIRO`, so a user installing a *TUI* would need cmake, a C++23
+ compiler, fmt and cairo dev headers to draw boxes made of `─`.
+4. **It crashes the process on degenerate input.**
+ - empty graph → **segfault** (not an exception — it takes the interpreter with
+ it, and with it your session)
+ - disconnected graph → `RuntimeError: EMPTY BL`, an internal bracket-list
+ assertion leaking out. IDA flowcharts do contain unreachable blocks.
+
+ Self-loops, parallel edges and 2-cycles are all handled fine.
+5. **Rough edges in the API.** `make_node(float height, float width)` is
+ documented in the Python stub as "with a width and height" — the arguments
+ are the other way round (this cost us a benchmark run). `get_height` is bound
+ twice, once over `get_width`, so graph width is unreachable from Python.
+ Node sizes can't be read back, and the SESE tree isn't exposed.
+
+## What we'd also lose
+
+`graph.py` doesn't just return coordinates. It returns ranks and per-layer
+order, which `w`/`b` navigation, the minimap and the RPC `graph show` verb all
+read. Triskel exposes neither — we'd re-derive ordering from y coordinates.
+And the whole engine is currently pure Python with no I/O, which is why
+`tests/test_graph.py` runs offline in milliseconds against a 128-function
+corpus. Linking a native layout engine costs us that property.
+
+## What integration actually cost
+
+Six patches to the fork (`~/dev/triskel/PATCHES.md`) and one new module,
+`idatui/graph_triskel.py`. The patch that mattered most was making `X_GUTTER` /
+`Y_GUTTER` / `EDGE_HEIGHT` settable: feeding the engine **cells instead of
+pixels** (3 / 1 / 1) makes its output integral, so the whole quantisation
+section above stops applying. Measured after the fact on the real pipeline, the
+fear was backwards — cells claimed by more than one edge across the small-corpus
+functions: **native 131, triskel 35**.
+
+Three things stayed on our side of the boundary because they are the caller's
+job, not the library's: self-loops (never passed — they throw), disconnected
+components (laid out separately and stacked — they throw), and the one corpus
+edge triskel routes through a block (detoured, then re-verified, else the whole
+layout falls back to native).
+
+The canvas also had to learn that edges can live outside the boxes' bounding
+box: triskel routes a loop around the side of the graph, and sizing the canvas
+on nodes alone — which is exact for the native engine, since its dummy nodes
+reserve the space — clipped exactly the edges that make its layouts worth having.
+
+## The road not taken: port the idea, not the code
+
+The win is the SESE decomposition, and that is ~350 lines of C++
+(`lib/src/analysis/sese.cpp`, cycle equivalence / program structure tree, plus
+`udfs.cpp`) and the region orchestration in `layout.cpp`. In Python, on top of
+the pipeline we already have, that is roughly:
+
+1. undirected DFS + cycle equivalence → the program structure tree (~200 lines)
+2. per-region layout: run our existing steps 2–5 on the region subgraph
+3. collapse each region into a super-node in its parent, then translate
+
+Steps 2 and 3 reuse `_assign_ranks` / `_order_layers` / `_assign_x` unchanged,
+and — this is the point — **our cell-native router and lane packing survive**, so
+we keep the 0-edge-cells-inside-a-box guarantee and unambiguous edge ownership
+instead of inheriting a quantisation problem.
+
+On licensing: MPL-2.0 is file-level copyleft. Linking the library unmodified
+imposes nothing on our code; copying their source into `graph.py` would arguably
+make that file MPL. Implementing from the paper and citing it keeps this clean.
+
+Worth doing regardless, as upstream is friendly and we may want the library
+later: file the missing `<pybind11/stl.h>`, the empty-graph segfault, and the
+`make_node` docstring order.
+
+## Reproducing
+
+The throwaway scripts that produced the tables above (`/tmp/tk_*.py`, driving
+pytriskel directly) have been replaced by one that drives the shipping pipeline:
+
+```bash
+python3 experiments/graph_compare.py .auto/cfg-corpus.json --real-sizer
+```
+
+and the engines are exercised side by side, on every invariant, by
+`tests/test_graph.py` — which runs its whole suite once per available engine, so
+"triskel draws no edge through a box" is checked on 128 real functions rather
+than asserted here.