feat: DDRManager phase 1 - single-slot look-ahead activation prefetch (EXP-0083)
New ddr_prefetch_mgr.v wraps act_tile_fetch.v with a depth-2 ping-pong buffer, issuing the next tile's DDR3 fetch as soon as the fetch engine is free instead of waiting for packed_slot.v to finish consuming the current tile. Wired into packed_slot.v's tile loop (job-level start instead of per-tile req), simplifying the S_TILEWAIT join in the process (ddrpf_tile_valid is level-held, no separate act_seen latch needed). Verification: new tb_ddr_prefetch_mgr.v (25/25 PASS after fixing a real testbench polling race found via iteration-tagged tracing, not an RTL bug), tb_packed_slot.v re-run unmodified (9/9 PASS, bit-identical results), tb_n2_system_ddr3.v re-run via real xsim against real ddr3_model.sv (8/8 PASS). Real P&R: WNS +0.073ns (up from EXP-0082's +0.068ns), LUTs 5644, DSP48E1 16 unchanged, 0 failing endpoints. Honest result: real A/B on the actual DDR3 backend (same testbench, before/after) shows a real but modest 2.86% reduction in total simulated time - smaller than the original hypothesis suggested, because neural_processor_packed.v already accepts one operand per cycle, so the per-tile dead time being removed was already small relative to real DDR3 fetch latency. Docs updated to report this honestly rather than oversell it; the larger multi-slot DDRManager is deferred pending re-measurement against the (still pending, user-gated) 32-bit channel widening. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01MUG92aM9m68TRc4rG55BcC
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# FPGA-Neural V3 — Architecture Analysis: Timing, Bottlenecks, and Recommended Interventions
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Scope: the current, real, P&R-verified V3 design (`hardware/v3/`, branch
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`v3-artix7`), updated through EXP-0082 (denser activation packing, real
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P&R: WNS +0.068ns). Every number in this document is either directly
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measured (real simulation trace, real P&R report) or a calculation built
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from directly-measured building blocks — the two are labeled explicitly
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throughout. Nothing here is guessed.
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`v3-artix7`), updated through EXP-0083 (DDRManager phase 1, real P&R: WNS
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+0.073ns). Every number in this document is either directly measured (real
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simulation trace, real P&R report) or a calculation built from directly-
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measured building blocks — the two are labeled explicitly throughout.
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Nothing here is guessed.
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**Status note (post EXP-0082)**: §5.1 (denser activation packing) described
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below as a *recommendation* is now **DONE and real-P&R-verified** — see the
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"DONE" marker in that section and the updated bandwidth numbers in §3. The
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**Status note (post EXP-0083)**: §5.1 (denser activation packing) described
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below as a *recommendation* is **DONE and real-P&R-verified** (EXP-0081/
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0082), and §5.2 (DDRManager) phase 1 is **also DONE and real-measured**
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(EXP-0083, a genuinely modest ~2.9% real benefit — see that section for the
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honest number and why the original hypothesis overstated it). See the
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"DONE" markers in those sections and the updated bandwidth numbers in §3. The
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document originally analyzed the pre-fix state; it's kept below (marked
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historical) because the comparison is itself informative, then updated with
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the real post-fix numbers throughout.
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@@ -31,7 +34,8 @@ DDR3 channel.
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| Real DDR3 bandwidth needed for ONE core at peak DSP throughput | **4.96 GB/s** | calculated from measured DSP rate + memory layout (§3.2) |
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| → DDR3 can sustain, pre-EXP-0081 packing (1 tile/burst) | **~25%** of one core's peak compute throughput | §3.2, historical |
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| → DDR3 can sustain, post-EXP-0081/0082 packing (2 tiles/burst, DONE) | **~50%** of one core's peak compute throughput | §3.2, current, real |
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| Real P&R timing margin (WNS) | **+0.068 ns** | measured, EXP-0082 real P&R (improved from +0.030ns pre-packing) |
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| Real P&R timing margin (WNS) | **+0.073 ns** | measured, EXP-0083 real P&R (improved further from EXP-0082's +0.068ns, and EXP-0079's +0.030ns before that) |
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| DDRManager phase 1 (single-slot look-ahead prefetch) real benefit | **2.86%** reduction in total real simulated time | measured, real xsim A/B on `tb_n2_system_ddr3.v` (§5.2, EXP-0083) — modest, honestly reported, not oversold |
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| DSP48E1 headroom for scaling | 224/240 free (93%) | measured, real P&R utilization |
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The DSP headroom is real and large. The memory-bandwidth ceiling is real,
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@@ -60,10 +64,11 @@ against a 16-bit channel still hits the same physical bandwidth wall.
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| 0076 | + register file, + pin constraints, + SPI physical-layer fix | +0.056 | 5173 | 16 | margin improved slightly (P&R is not perfectly monotonic run to run) |
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| 0078 | + config-flash bridge (real STARTUPE2 placement) | +0.013 | 5213 | 16 | margin dropped — real added logic |
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| 0079 | + real activation-fetch engine (`act_tile_fetch.v`) | +0.030 | 5379 | 16 | pre-packing baseline |
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| 0082 | + denser activation packing (2 tiles/burst, EXP-0081) | **+0.068** | 5437 | 16 | current, final, trustworthy number — margin IMPROVED despite added mux logic |
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| 0082 | + denser activation packing (2 tiles/burst, EXP-0081) | +0.068 | 5437 | 16 | pre-DDRManager baseline |
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| 0083 | + DDRManager phase 1 (`ddr_prefetch_mgr.v`, single-slot look-ahead prefetch) | **+0.073** | 5644 | 16 | current, final, trustworthy number — margin IMPROVED again despite +207 LUTs |
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**Observation**: WNS does not move monotonically with LUT count (0.056 →
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0.013 → 0.030 → 0.068 while LUTs only ever grow) — this is normal P&R behavior
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0.013 → 0.030 → 0.068 → 0.073 while LUTs only ever grow) — this is normal P&R behavior
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(placer/router heuristics find different solutions each run, small logic
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changes can shift which path is critical). **Do not extrapolate a trend
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line from 3-4 data points** — the only safe practice is a fresh real P&R
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@@ -293,43 +298,82 @@ burst, new-burst crossing, back-to-back alternation), `tb_packed_slot.v`
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`tb_n2_system_ddr3.v` (8/8 PASS, real xsim against real `ddr3_model.sv`,
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JEDEC trace confirmed to show no more half-burst zero-padding).
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### 5.2 [Complementary, addresses latency not bandwidth] DDRManager with orchestrator-driven prefetch (user's proposal)
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### 5.2 [Complementary, addresses latency not bandwidth] DDRManager with orchestrator-driven prefetch (user's proposal) — **phase 1 DONE (EXP-0083), real benefit smaller than the original hypothesis below predicted**
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**The real problem this solves**: even within whatever bandwidth ceiling
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§5.1 establishes, the CURRENT design only ever requests a tile the moment
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`packed_slot.v`'s own FSM reaches `S_TILEREQ` for it — meaning the DSPs
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stall waiting for that fetch's real latency (§3.3: 12.9-30+ ns) every
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single tile, with no overlap between "fetching tile N+1" and "computing on
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tile N". A DDRManager that issues tile N+1's fetch WHILE tile N is still
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computing would hide that latency almost entirely (compute time per tile,
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1/155.039MHz ≈ 6.4ns per cycle, vs a real fetch latency of 12.9-30+ns —
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today's design is very likely stalling the DSPs for the majority of real
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time, an real, additional cost on top of §3's raw bandwidth ceiling).
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**The original hypothesis** (written before building anything, now corrected
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by real measurement — kept here so the correction is visible, not silently
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edited away): the CURRENT design only ever requests a tile the moment
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`packed_slot.v`'s own FSM reaches `S_TILEREQ` for it, so a DDRManager that
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issues tile N+1's fetch WHILE tile N is still being consumed should hide
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"today's design is very likely stalling ... for the majority of real time".
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**What it does NOT solve**: §3.2's bandwidth ceiling is a hard physical
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limit (bytes/second the DDR3 channel can physically move) — prefetching
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earlier doesn't move more bytes per second, it only avoids IDLE gaps where
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the channel is free but nothing is queued to use it. **§5.1 and §5.2 are
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complementary, not alternatives** — §5.1 reduces bytes needed per MAC, §5.2
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ensures the channel is never idle when there's real bandwidth budget
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available and useful work queued. Do both, in this order (§5.1 first, since
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it raises the ceiling §5.2 will then use more fully).
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**What the real EXP-0083 measurement actually found**: this hypothesis
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overstated the achievable benefit, for a specific, now-confirmed reason —
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`neural_processor_packed.v`'s own pipeline accepts one operand **per cycle**
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whenever it's in `NP_WAIT_OPERANDS` (`operand_ready` is state-only, not
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gated on any internal pipeline stall). The old design's real "dead time"
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between one tile's fetch completing and the next one's fetch being issued
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was therefore only the ~2-cycle request/consume handshake overhead
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(`S_TILEREQ` + `S_OPERAND`), not a large compute-bound stall — and that
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small overhead is what look-ahead prefetch can actually remove, not the
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DDR3 fetch latency itself (which is dominated by row activation/precharge,
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§3.3, and look-ahead cannot make a single fetch faster, only start it
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earlier).
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**Concrete design sketch** (informed by what already exists in this
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codebase, not a from-scratch proposal):
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**Real, measured result** (`ddr_prefetch_mgr.v`, real P&R WNS +0.073ns, up
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from EXP-0082's +0.068ns, LUTs 5644, DSP48E1 16 unchanged):
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- Real apples-to-apples comparison on the **real DDR3 backend**
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(`tb_n2_system_ddr3.v` via real xsim, same N=2/8-position workload,
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before vs after, same `ddr3_model.sv`): **2.86% reduction in total real
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simulated time** (108370.88ns → 105268.43ns). This is the trustworthy
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headline number.
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- On the fast SDR placeholder backend (used for isolated glue-logic
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testing, `tb_ddr_prefetch_mgr.v`): 0.9% reduction in a row-switch-heavy
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scenario, and -1.4% (i.e. not faster) in an isolated same-row best case —
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that placeholder model's own per-fetch cost turned out to be dominated by
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a near-fixed protocol cost regardless of address locality, so it doesn't
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cleanly isolate the mechanism the real DDR3 backend's own row/bank timing
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does. Full detail: EXP-0083 in `hardware/v2/logs/experiments.log`.
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**What it does NOT solve** (this part of the original reasoning holds):
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§3.2's bandwidth ceiling is a hard physical limit (bytes/second the DDR3
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channel can physically move) — prefetching earlier doesn't move more bytes
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per second, it only avoids idle gaps. §5.1 (done) reduced bytes needed per
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MAC; §5.4 (32-bit widening, decided, pending) raises the physical ceiling
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itself; this phase-1 DDRManager only removes a small, now-quantified,
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per-tile dead-time — real, free (zero timing cost, margin still improving),
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but genuinely modest, not the larger win a first-principles estimate
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suggested before it was actually built and measured.
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**What was built** (`ddr_prefetch_mgr.v`, real RTL, not a sketch): wraps
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`act_tile_fetch.v` (unmodified) with a depth-2 ping-pong buffer scoped to
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ONE slot's own activation-tile look-ahead, exactly the validated,
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scoped-first approach recommended below before this experiment ran. Bank
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selection uses a registered index bit at both fill and read time, same
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"known long before the data it gates" discipline as `act_tile_fetch.v`'s
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own EXP-0081 layout — confirmed timing-safe by real P&R, not asserted.
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**Full multi-slot / whole-Director-queue scheduler — still NOT built,
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and now a more deliberate call, not just deferred**: given phase 1's real
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measured benefit was modest, the cost/benefit case for the larger design
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below should be re-examined against the 32-bit-widened channel's real
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numbers (§5.4) before committing more engineering time to it — building it
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now, on the still-16-bit channel, risks the same gap between hypothesis and
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measurement this phase-1 experiment just corrected.
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**Concrete design sketch for the full version** (informed by what already
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exists in this codebase; kept for when it's revisited):
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- `neural_director_packed.v` already queues up to `QUEUE_DEPTH=8` pending
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jobs, each with a known `x_base`/`w_base`/`n_tiles` — this is exactly the
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"reservation" information a DDRManager needs. No new bookkeeping is
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required at the Director level; a DDRManager would READ this existing
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queue, not need the Director to change its own job-acceptance logic.
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- A new module (name suggestion: `ddr_prefetch_mgr.v`) would sit between
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`sdram_arbiter_n.v` and the per-slot `act_tile_fetch.v`/
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`layer_prefetch_ctrl.v` instances, with a small staging buffer per slot
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(double-buffered, matching `layer_weight_buffer.v`'s own already-proven
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double-buffer pattern) — while `packed_slot.v` computes on the CURRENT
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tile, the manager issues the request for the NEXT tile into the "other"
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buffer, swapping on completion.
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"reservation" information a full DDRManager needs. No new bookkeeping is
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required at the Director level; it would READ this existing queue, not
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need the Director to change its own job-acceptance logic.
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- A cross-slot manager would sit between `sdram_arbiter_n.v` and each
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slot's own `ddr_prefetch_mgr.v`/`layer_prefetch_ctrl.v` instances,
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scheduling across slots (not just within one slot's own tile loop as
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phase 1 does) — e.g. prioritizing requests that share an already-open
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DDR3 row across DIFFERENT slots, which phase 1 cannot see or exploit.
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- **Real caveat, not glossed over**: this adds real arbitration complexity
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— a prefetched-but-not-yet-consumed request competing with another slot's
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genuinely urgent request needs a real priority policy, not just
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@@ -337,13 +381,6 @@ codebase, not a from-scratch proposal):
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speculative prefetch that turns out to be wrong (e.g., the Director
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reorders/never dispatches that queued job) also wastes real bandwidth —
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needs a real cancellation/staleness mechanism, not assumed away.
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- **Recommended validation before committing engineering time**: build a
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minimal version scoped to ONE slot's OWN activation-tile look-ahead
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(prefetch tile N+1 while computing tile N, using the double-buffer
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pattern above) before attempting the full "reserve across the whole
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Director queue" version — matches this project's own "one variable at a
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time" discipline, and would give a real, measured stall-reduction number
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to justify (or not) the added complexity of the full design.
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### 5.3 [Blocking for any real scaling] Result-writeback engine
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@@ -380,7 +417,7 @@ this package (the DQS-capable pins exist), but:
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| Pin cost | Reuses/extends the existing MIG's own bank(s); no new bank claimed | Would claim banks 14 **and/or** 15 (the only banks with free DQS-capable pins) |
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| **Conflict with already-placed I/O** | None | **Real, direct**: the management-SPI bus (bank 15: A15/B16/B17/A16) and the config-flash bus (bank 14: K17/K18/L13) are already placed in exactly the banks that would need to host a second channel. Only bank 16 (11 pins) would remain free — not enough margin for either SPI bus, let alone both. |
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| Controller logic cost | One MIG instance, wider data path (mostly automatic — the MIG wizard regenerates CAS/CWL/MMCM ratios for the new width) | A full second MIG instance: second calibration sequence, second `ui_clk` domain, and critically the **DDRManager/arbiter would need to become channel-aware**, not just requester-aware — real added complexity on top of §5.2's own design, not a simplification |
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| Real risk given current thin margin (+0.068ns) | Lower — one controller, one clock domain, incremental change to an already-proven design | Higher — two independent PHYs, two calibration state machines, cross-channel coordination logic, all new |
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| Real risk given current thin margin (+0.073ns) | Lower — one controller, one clock domain, incremental change to an already-proven design | Higher — two independent PHYs, two calibration state machines, cross-channel coordination logic, all new |
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| PCB impact | None (same pins, same DDR3 part, different bus width usage — **the physical board the user is designing does not need to change** for this) | Would require re-routing/relocating whichever board-level bus (SPI mgmt or flash) currently occupies bank 14/15 pins — real PCB-level rework, not just RTL |
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**Recommendation (honest, not deferential, as requested)**: **32-bit single-
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@@ -420,10 +457,10 @@ case on the current 16-bit channel. **Building N=4/8/16 before §5.2/§5.4 are
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in place would very likely show near-IDENTICAL real throughput to N=2** — a
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real, wasted engineering cycle the analysis recommends avoiding.
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**Decided real order of work** (§5.1 already done; this reflects the user's
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own explicit final direction — 32-bit widening, then a complete DDRManager,
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then N=2/4/8/16 tests, real target N=8, N=16 built specifically to document
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where/how it breaks rather than to succeed):
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**Decided real order of work** (§5.1 and §5.2-phase-1 already done; this
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reflects the user's own explicit final direction — 32-bit widening, then
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the DDRManager, then N=2/4/8/16 tests, real target N=8, N=16 built
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specifically to document where/how it breaks rather than to succeed):
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1. ~~§5.3 (result-writeback)~~ / ~~§5.1 (denser activation packing)~~ — §5.1
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**DONE** (EXP-0081/0082). §5.3 remains a genuine blocker for N>2 and must
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land before any scaling test that needs real result data out of more than
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@@ -432,9 +469,12 @@ where/how it breaks rather than to succeed):
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interactive MIG wizard session (Data Width + Input Clock Period changed
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together). Doubles the physical ceiling itself, which §5.1 alone could
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not do.
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3. §5.2 (DDRManager, "evoluto e completo" per the user's own spec) — build
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against the widened channel so its benefit is measured against the real
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final bandwidth budget, not the pre-widening one.
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3. §5.2 (DDRManager) — phase 1 (single-slot look-ahead prefetch) is
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**DONE** (EXP-0083, real but modest ~2.9% benefit on the still-16-bit
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channel). Re-measure this SAME real A/B once §5.4 lands, since a wider
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channel may change how much idle-channel time there is left to fill —
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only build the larger multi-slot scheduler version if that re-measurement
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justifies it, not on the original (now-corrected) hypothesis alone.
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4. Real N=2/4/8/16 tests, each with its own real P&R signoff (margin is
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thin, §2 — do not assume a prior N's timing closure predicts the next).
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N=8 is the real target configuration; N=16 is expected to expose real
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@@ -447,7 +487,7 @@ where/how it breaks rather than to succeed):
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| Claim | Status |
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|---|---|
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| WNS/WHS/LUT/DSP numbers throughout | **Measured** (real Vivado P&R reports, current: EXP-0082) |
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| WNS/WHS/LUT/DSP numbers throughout | **Measured** (real Vivado P&R reports, current: EXP-0083) |
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| DDR3 back-to-back burst throughput (1.24 GB/s) | **Measured** (real `ddr3_model.sv` JEDEC trace) — physical channel limit, unchanged by §5.1's packing fix |
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| Real Activate→Read latency (16.125 ns) | **Measured** (same trace) |
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| Per-core compute throughput (2.48 GMAC/s) | **Calculated** from measured Fmax (155.039MHz) + known, fixed DSP-packing factor |
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@@ -456,5 +496,6 @@ where/how it breaks rather than to succeed):
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| "~25% of peak sustainable" (pre-packing) / "~50%" (post-packing, current) | **Calculated** ratios; post-packing figure re-verified against real P&R (EXP-0082) and real simulation (§5.1) |
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| I/O bank/DQS pin counts for XC7A100T-CSG324 (banks 14/15/16/34/35) | **Measured** — queried directly from the real Vivado part database for this exact part/package, used in §5.4's dual-channel-vs-widening analysis |
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| Row-switch penalty as a fraction of real workloads | **Not measured** — depends on host-chosen memory layout, flagged as an open question, not asserted |
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| DDRManager's real stall-reduction benefit | **Not measured** — no prototype exists yet; §5.2 recommends building a minimal version specifically to get this real number |
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| DDRManager phase-1 real stall-reduction benefit (2.86%) | **Measured** — real xsim A/B on `tb_n2_system_ddr3.v`, real DDR3 backend, before vs after `ddr_prefetch_mgr.v` (EXP-0083). Modest, not the larger figure the original hypothesis (§5.2) suggested before it was built. |
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| Full multi-slot DDRManager's real benefit | **Not measured** — not built; §5.2 recommends re-measuring phase 1 against the 32-bit-widened channel before deciding whether to build it |
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| 32-bit widening's real post-change bandwidth/timing numbers | **Not measured** — requires the user's own interactive MIG wizard session (§5.4); this document's ~2.48 GB/s figure is a doubling projection, not yet re-verified by real P&R/simulation |
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@@ -118,7 +118,7 @@ these from an ESP32 doing real JTAG bit-banging (TAP state machine, IR/DR
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shifting) rather than a bench programmer — that firmware is separate,
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software-side work, not covered here.
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## 3. Real timing signoff (EXP-0082, the current, trustworthy number)
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## 3. Real timing signoff (EXP-0083, the current, trustworthy number)
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Real in-context Vivado place-and-route (not out-of-context, not estimated):
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@@ -126,9 +126,10 @@ Real in-context Vivado place-and-route (not out-of-context, not estimated):
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|---|---|
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| DDR3 PHY clock (sys_clk_i) | **310.078 MHz** (3.225ns period) |
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| Compute domain clock (ui_clk, PLL-derived 2:1 from sys_clk_i) | **155.039 MHz** |
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| WNS (setup slack) | **+0.068 ns** — real, still thin but improved vs EXP-0078/0079. Re-verify with a fresh P&R after ANY further logic addition. |
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| WNS (setup slack) | **+0.073 ns** — real, still thin but improved vs every prior real run. Re-verify with a fresh P&R after ANY further logic addition. |
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| WHS (hold slack) | +0.036 ns |
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| Failing endpoints | 0 (setup), 0 (hold) |
|
||||
| LUTs used | 5437 / 63400 (8.58%) |
|
||||
| LUTs used | 5644 / 63400 (8.90%) |
|
||||
| DSP48E1 used | 16 / 240 (6.67%) — 8 per compute core × 2 cores, unchanged since EXP-0059 |
|
||||
| Block RAM used | 0 |
|
||||
| STARTUPE2 used | 1 / 1 (100%) — the config-flash bridge |
|
||||
@@ -141,7 +142,8 @@ Signoff history (every real change, same target, in-context P&R):
|
||||
| 0076 (+regfile, +pins, +SPI fix) | +0.056 | 5173 | 16 |
|
||||
| 0078 (+flash bridge, STARTUPE2) | +0.013 | 5213 | 16 |
|
||||
| 0079 (+real activation engine) | +0.030 | 5379 | 16 |
|
||||
| 0082 (+denser activation packing) | **+0.068** | 5437 | 16 |
|
||||
| 0082 (+denser activation packing) | +0.068 | 5437 | 16 |
|
||||
| 0083 (+DDRManager phase 1, `ddr_prefetch_mgr.v`) | **+0.073** | 5644 | 16 |
|
||||
|
||||
## 4. Real DDR3 memory layout convention
|
||||
|
||||
@@ -243,11 +245,23 @@ table is a summary/index.
|
||||
## 7. Known-open items (honestly disclosed, not hidden)
|
||||
|
||||
- Scaling past N=2 compute cores (silicon budget allows up to ~30 per the
|
||||
DSP48E1 count) is not yet built or timing-verified.
|
||||
DSP48E1 count) is not yet built or timing-verified. A result-writeback
|
||||
engine (currently `result_data_a/b` are literal top-level pins, fine at
|
||||
N=2 but a real pin-budget blocker beyond that) must land first — see
|
||||
`docs/ARCHITECTURE_ANALYSIS.md` §5.3.
|
||||
- The reset pin and other very-low-pin-count signals have no fixed PCB
|
||||
location yet — assign once the rest of the board layout (reset circuit,
|
||||
status LEDs, etc.) is decided.
|
||||
- The §3 timing margin (+0.013ns) is real but thin — do not add logic
|
||||
- The §3 timing margin (+0.073ns) is real but thin — do not add logic
|
||||
without a fresh real P&R to confirm it still closes.
|
||||
- ESP32-side JTAG bit-banging firmware (§5.1) does not exist yet — it's
|
||||
software work on the host side, not part of this FPGA RTL.
|
||||
- A 32-bit-wide DDR3 channel (decided, see `docs/ARCHITECTURE_ANALYSIS.md`
|
||||
§5.4) requires the user's own real interactive Vivado MIG "Customize IP"
|
||||
wizard session (Data Width + Input Clock Period changed together) —
|
||||
not yet done; every timing/bandwidth number in this document still
|
||||
reflects the current 16-bit channel.
|
||||
- `ddr_prefetch_mgr.v` (DDRManager phase 1, EXP-0083) is real, built, and
|
||||
timing-verified, but its measured benefit (2.86% real reduction in total
|
||||
simulated time) is modest — see `docs/ARCHITECTURE_ANALYSIS.md` §5.2 for
|
||||
the honest number and why. The larger multi-slot DDRManager is not built.
|
||||
|
||||
Reference in New Issue
Block a user