KohakuAccel β project philosophy & rules
1. What this is
KohakuAccel (src/kohakuaccel/) is a framework for building FPGA
accelerators: a NoC mesh of compute units reaching DRAM through AXI4, plus the
plumbing around it β routers, orchestrator, system node (MAG, mover, control
processor, interlink), the CPU PE, the AXI station bus and links, and named
memory/FIFO primitives.
Everything else is a project built on the framework:
- KohakuTPU (
src/kohakutpu/) β the reference accelerator: matmul, vector, transform occupants, generated tops. - KohakuMPE (
src/kohakumpe/) β the SIMT PE, andsimd/, the SIMD unit that fills the framework'sSIMD_ENslot. src/examples/,src/templates/β worked examples and the framework's template occupants/adapters.
Target part xcvu13p-fhgb2104-2L-e at 300 MHz.
2. Philosophy
Frameworkize FPGA/RTL/HDL development. The goal is not to ship a pile of useful IP β it is to ship a useful platform: a repeatable way to build, wire, simulate, and measure accelerators, where a new unit drops into named slots and the framework carries the rest.
Choose the simplest general solution, never the simplest special one. A knob that covers the whole design space beats a hard-coded value that happens to fit today. When two approaches differ only in behaviour, both ship as a configurable option; when they differ only in cost, both get built and measured. The framework's job is to make the general case cheap, not to special-case the common one.
3. Where things go, and the rules for each
src/kohakuaccel/ THE FRAMEWORK (noc, sysnode, pe, axi, common, verif)
src/kohakutpu/ reference accelerator src/kohakumpe/ SIMT + SIMD
src/templates/ framework worked examples src/examples/ example projects
compiler/ the toolchain driver/ host/runtime driver
tests/ benches (one source list per bench lives in scripts/py/xsim.py)
scripts/ tcl (ooc_*, synth), py (check, xsim, vlint, vstyle, deps, ...)
docs/ public design tree docs-web/ public web docs
.plan/ internal working notes, progress, checklists (never public)
Folder shape: highly nested, never flat. Categorise into a proper hierarchy; a directory with 40 sibling files is a smell. Nesting is the default, flattening is the exception you justify.
Verilog style is enforced by scripts/py/vstyle.py over every .v file, and
the checks in scripts/py/deps.py β the framework never instantiates, includes,
or documents a project module (the only exception is a slot: a
parameter-guarded name, 0 by default, xform_bank / khs_unit /
khs_scalar_decode). Memory primitives are named, never inferred: BRAM/URAM
through src/kohakuaccel/common/kohaku_sdpram.v, FIFOs through
common/sync_fifo.v / async_fifo.v β inference makes both the resource cost
and the read latency depend on a tool heuristic, and read latency is a design
decision.
Python style β ruff + black over every directory; no imports inside
functions (all imports at module top); follow CONTRIBUTING.md.
File I/O uses the builtin tools (Read/Write/Edit/Grep/Glob), never shell
cat/sed/head/heredocs/redirection β enforced by a hook.
Do not commit unless explicitly asked.
4. RTL development rules
1. RTL is not a software project. Do not bring SWE reflexes to it β iterate-in-production, ship-a-patch, hot-fix-one-line are all wrong here.
2. "Fast draft" does not work, even before the FPGA. A full place-and-route past ~50% utilisation on the xcvu13p takes 30+ hours. There is no cheap round trip to lean on, so the discipline has to come from the design, not from fast retries.
3. One goal, one full loop: implement the goal in full, all at once β then review and audit everything at once β then simulation, behaviour verification, and test-benches at once β and only after everything is fully settled, run the OOC synth to read Fmax and resources. No stage begins before the previous one is complete.
4. Review and audit covers behaviour AND cost. You are not done reviewing when it is functionally right β you review for LUT usage and for Fmax the same pass, before simulation.
5. The OOC synth reports EVERYTHING, in one run. No partial report. Put everything on disk: every path's slack, every module's LUT usage hierarchically down to the finest-grained submodule, and the full log (so a bad Vivado behaviour is visible and avoidable). The same config is never synthesised twice β one run catches it all.
6. Bad numbers mean a new loop, not a patch. If resources or Fmax say the design needs work, use the full report to find every weak point, review and audit them, then do a full re-design and re-plan, and start the loop at rule 3 again. Never "I think X is the cause, let me change one line and burn a 10-minute sim and a 30-minute synth."
7. Track the goal in .plan/<current-goal>/ β a checklist/todo you keep
current. Items in one goal have no priority ordering that lets you skip:
multiple items in the same goal are the same priority, done in a strict order, to
the same quality. Everything gets finished.
8. Never ask "path A or B" under a fixed spec. If the only difference besides Fmax/LUT is how long it takes to build β build both and compare. If the behaviour differs β build both and make it a knob. The answer to "should I choose A or B" is always "both, configurable" (SASD vs SAMD, fabric bit-width, cache width vs depth, β¦). Pick the optimal one, or ship both as options; do not ask.
Traps that have cost real time:
- Unsized literals in concatenations contribute 32 bits, not the field width.
- A round trip cannot witness a layout β
unpack(pack(x))==xpasses when both halves are wrong together. Witness byte order with a SHA of the packed bytes, diff new vs old across shapes and truncations. - A check that cannot fail on a broken design is not a check β verify the property, not an exit code or a stdout grep.
- Serial loops synthesise serially β
if(!found&&x[i])found=1over N bits is an N-level LUT chain; use smear-isolate-encode / mask-then-reduce. - Variable part-select writes build a barrel mux across the whole register.
- Paired parameters that must agree with nothing checking them β derive one from the other.
glblholds GSR for the first 100 ns β unisim registers ignore everything before that..bat/powershell -Filesplit args on=/,β synth generics areNAME:VALUEjoined by+.
Simulate with Vivado xsim through scripts/py/xsim.py (or vlint.py for a
lint); check.py full is the gate. OOC synth is scripts/tcl/ooc_*.tcl.
5. Documentation rules
docs/ and docs-web/ are public. Write for a reader who, after reading,
can become a core contributor or a high-level developer building on the platform.
- The only thing you may assume is that the reader knows what RTL, an FPGA, and Verilog are. Everything else is explained.
- Proper structure β highly nested, properly categorised, a real hierarchy.
- Describe what exists, directly. No history, no narrative of debugging: no "the bug we found and fixed", no "the issue we resolved", no "it used to cost X LUT and now costs Y". State what the design is and what it costs, now.
6. The Kohaku principles
Two hooks enforce these, each in two modes: PreToolUse (mid-round β checks the last completed text block; the in-progress message is not on disk yet, so it lags by one block) and Stop (the ending block). A SHA-1 guard makes each fire at most once per drifting block.
Practical workflow: mid-round, prefer batched tool calls with NO descriptive text β a pure tool-call message has no text block to check, so the first-principle hook stays quiet. Write prose only to summarise, and end that prose with the line. This avoids tripping the hook on every step.
First principle. End EVERY text block with the exact line
following kohaku first principle, placed last, before any tool call. A
block without it means you have drifted: re-read this file, reconcile, continue.
Second principle β the goal. While a goal is active, carry a Kohaku Second Principle β Goal block just above the first-principle line:
## Kohaku Second Principle β Goal
- [x] <goal item one>
- [ ] <goal item two>
Mid-round (PreToolUse) the block needs only its header and at least the item you
are working on; the ending block (Stop) must carry the FULL list, each item
[ ] or [x]. Nothing is dropped, reordered, or rescoped; every item is the
same priority. The goal hook holds the canonical list (set when a goal ships) and
an ACTIVE arg; when every item is [x] it fires once telling you to CLOSE it by
setting ACTIVE = False (an arg, not removal from settings).