Before building N=4/8/16 core scaling, did the requested full analysis. Real finding: using measured DDR3 throughput (1.24 GB/s, from the actual EXP-0079 JEDEC trace) against calculated compute-side need (4.96 GB/s for one core at peak DSP throughput, given the current activation memory layout's 2x byte overhead), the system is memory-bandwidth-bound already at N=1/N=2, not DSP-bound (only 6.67% DSP used). Scaling core count today would show no real throughput gain. docs/ARCHITECTURE_ANALYSIS.md: full module review + ranked interventions -- result-writeback engine (blocker), denser activation packing (highest-leverage bandwidth fix), then the user's own proposed DDRManager/orchestrator-prefetch idea (design-sketched, grounded in neural_director_packed.v's existing job queue, explicitly scoped as complementary to denser packing, not a substitute for it), THEN N-scaling with real per-N P&R signoff. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01MUG92aM9m68TRc4rG55BcC
107 lines
6.4 KiB
Markdown
107 lines
6.4 KiB
Markdown
# FPGA-Neural — project instructions for Claude Code
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Hardware neural accelerator for a custom PCB: bare **Xilinx XC7A100T-CSG324-2**
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(Artix-7) chip + real DDR3, designed and assembled by the user themselves —
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never a Digilent/dev-board purchase. An ESP32 is the host/central processor,
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talking to the FPGA over a dedicated SPI bus (FPGA is slave there) and, via
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the FPGA, through to a separate config flash used only for FPGA bootstrapping
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(FPGA is master on that second, physically distinct SPI bus).
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Active branch: **`v3-artix7`**. `hardware/v3/` is the current, real target.
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`hardware/v2/` is the archived ECP5 baseline (frozen, DSP-count-limited,
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superseded — do not build on it, some of its RTL is still *reused*
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unmodified by v3, e.g. `layer_prefetch_ctrl.v`/`layer_weight_buffer.v`).
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`hardware/v1/` is older still, reference only.
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## Read first
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- `docs/PHYSICAL_REALIZATION.md` — every real pin assignment, part number,
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timing number, and memory-layout convention needed for the physical board
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and for host (ESP32) firmware. Keep it in sync with reality — if a pin
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assignment or timing number changes, update this file in the same commit.
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- `docs/ARCHITECTURE_ANALYSIS.md` — real, measured bottleneck analysis
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(DDR3 bandwidth is the real ceiling, not DSP count — see it before
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proposing to scale core count) and ranked recommended interventions.
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Update it whenever a recommendation from it gets built or a new real
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bottleneck is found.
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- `hardware/v2/logs/experiments.log` — the real project history, one
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`EXP-NNNN` entry per real experiment/change (context/method/result/
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decision/next_action). Read the tail before starting new work; append a
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new entry for anything non-trivial you do. This log — not memory, not
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chat history — is the authoritative record of what's been tried and why.
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## Toolchains (real paths, already working — don't re-diagnose from scratch)
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- **Vivado 2026.1**: `source /home/michele/tools_cache/Xilinx/2026.1/Vivado/settings64.sh`,
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then `export LD_LIBRARY_PATH="/home/michele/tools_cache/Xilinx/2026.1/Vivado/lib/lnx64.o/Ubuntu/24:$LD_LIBRARY_PATH"`
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(this machine's Ubuntu is too new for Vivado's own OS detection; the
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LD_LIBRARY_PATH points at Vivado's own bundled compat libs — not a real
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distro package, must be set every session).
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- **OSS CAD Suite** (iverilog/vvp for fast plain-Verilog sims, no Xilinx
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primitives): `source /home/michele/tools_cache/oss-cad-suite/environment`.
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- Real Vivado project: `Vivado/NeuralProcessor/NeuralProcessor.xpr` — the
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MIG DDR3 IP lives there, real, already generated for the exact part.
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## Hard-won lessons (do not re-derive these the slow way)
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- **Vivado's imported source copies go stale silently.** If a project file
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under `NeuralProcessor.srcs/sources_1/imports/...` was ever edited on disk
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*after* being added to the project, diff it against the live
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`hardware/v3/...` source before trusting any P&R result — `add_files`/
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`update_compile_order` do NOT auto-refresh it, and a stale copy produces
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no error, just silently wrong (old) synthesis results (EXP-0078). Prefer
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adding new files so they stay a direct reference (check `IS_GLOBAL_INCLUDE`/
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the file's own path isn't under `imports/`) rather than get copied.
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- **Testbench stimulus must use nonblocking assignment (`<=`), not blocking
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(`=`), when driving a DUT's inputs from a separate `always`/`initial`
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block.** Blocking assignment races the DUT's own `posedge`-triggered
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always block under Icarus and can silently corrupt data OR miss a one-shot
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pulse entirely (causing a real hang) — hit and fixed repeatedly (EXP-0073,
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0075, 0077) before this became standing practice. If a new Icarus
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testbench shows shuffled/duplicated fields or an inexplicable hang,
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suspect this class of bug before assuming the RTL is wrong.
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- **Never use a runtime-indexed part-select** (`data[idx*W +: W]` where `idx`
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is a signal, not a constant) on a wide bus in anything synthesizable — a
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known real Fmax killer (`weight_tile_gather.v`'s own header, EXP-0061).
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Use fixed shift-concat, or (as `act_tile_fetch.v` does, EXP-0079) design
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the memory layout so only a fixed slice is ever needed. The current real
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P&R timing margin is thin (WNS +0.013ns, EXP-0078) — there is no slack to
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absorb a new critical path.
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- **A one-shot-pulse requester on a shared/arbitrated bus must see its own
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grant the SAME cycle its own `active` signal first asserts** — a
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registered/one-cycle-late grant silently loses the request forever
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(EXP-0066's own real bug, now a standing design rule for every arbiter/
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requester pair in this project).
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- **`xvlog`/`iverilog` need `-sv`/`-g2012`** respectively to accept
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SystemVerilog-only syntax (e.g. `'0`) even in a plain `.v` file — prefer
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just not using SV-only syntax in synthesizable RTL (Vivado's `synth_design`
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has no such escape hatch at all).
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- **Verify real component availability (LCSC) before committing to a part**
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— the user has asked for this explicitly more than once. Don't guess
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availability or specs from training data; search when it matters.
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- **Real, measured numbers only — never estimate/guess a timing or
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performance figure and present it as fact.** Out-of-context synthesis is
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not a real signoff; only a real in-context `place_design`/`route_design`
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run on the actual top-level module counts. If a number is a projection
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(not measured), say so explicitly and show the real numbers it's built
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from.
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## Working discipline
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- Fork before promote: don't edit an already-verified, in-use RTL file in
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place for a new experiment — copy/fork it, verify the fork, then decide
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whether to promote it. (Established V2-era convention, still followed in
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V3.)
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- One variable at a time: verify a new module in isolation before wiring it
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into a larger system; verify the larger system before trusting a P&R
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number built on top of it.
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- Root-cause every anomaly via hierarchical signal tracing — never guess or
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paper over an unexplained result. Several real bugs in this project were
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found exactly this way, not by inspection.
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- After ANY RTL change to logic that's part of the real synthesis target
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(`hardware/v3/rtl/n2_system_ddr3_top.v` and its dependents), re-run a real
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P&R before claiming it's still timing-clean — the margin is thin enough
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that this is not optional caution, it's load-bearing.
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- Commit messages end with the attribution lines already configured for this
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session (Co-Authored-By + Claude-Session) — keep using them.
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