docs: sync physical/architecture docs with EXP-0081/0082 reality, add 32-bit vs dual-channel analysis
- PHYSICAL_REALIZATION.md: replace stale "1 tile = 1 burst" layout description with the real EXP-0081/0082 "2 tiles = 1 burst" convention; add EXP-0082 signoff row and history table. - ARCHITECTURE_ANALYSIS.md: mark §5.1 (denser activation packing) DONE with real re-measured numbers (bandwidth ceiling fraction 25%->50%, WNS +0.030->+0.068ns); add §5.4, the real device-data-backed comparison of 32-bit single-channel widening vs a second independent DDR3 channel (decided: 32-bit widening, per real DQS/bank pin-conflict analysis); update scaling-path recommendation to reflect the user's final directive (widen channel -> build DDRManager -> N=2/4/8/16 tests, N=8 target, N=16 documentary). 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`), as of EXP-0079 (real activation-fetch engine, real DDR3 for
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both weights and activations, real P&R: WNS +0.030ns). Every number in this
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document is either directly measured (real simulation trace, real P&R
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report) or a calculation built from directly-measured building blocks — the
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two are labeled explicitly throughout. Nothing here is guessed.
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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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**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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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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---
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@@ -20,18 +27,27 @@ DDR3 channel.
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| Metric | Value | Source |
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|---|---|---|
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| Real DDR3 back-to-back burst bandwidth | **1.24 GB/s** (9.92 Gbps) | measured, real JEDEC trace (§3.1) |
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| Real DDR3 bandwidth needed for ONE core at peak DSP throughput | **4.96 GB/s** | calculated from measured DSP rate + real memory layout (§3.2) |
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| → DDR3 can sustain at best | **~25%** of one core's peak compute throughput | §3.2 |
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| Real P&R timing margin (WNS) | **+0.030 ns** | measured, EXP-0079 real P&R |
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| Real DDR3 back-to-back burst bandwidth (physical channel) | **1.24 GB/s** (9.92 Gbps) | measured, real JEDEC trace (§3.1) — unchanged by packing, this is a physical-channel limit |
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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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| 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 and
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small. **The highest-leverage next step is fixing the activation-fetch memory
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waste (§5.1), not adding cores.** The user's own proposed DDRManager/
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prefetch idea (§5.2) is valuable and complementary, but solves a *different*
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problem (latency/stalling) than the bandwidth ceiling (§3.2) — both are
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covered below, with the distinction made explicit.
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The DSP headroom is real and large. The memory-bandwidth ceiling is real,
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and **denser activation packing (§5.1) has already doubled the real
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achievable fraction of it** — from ~25% to ~50% of one core's peak DSP
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throughput, with the real P&R margin *improving*, not degrading, as a side
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effect. This was free leverage and it's now banked.
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Even at ~50%, DDR3 is still the limiting resource, not DSP count — the next
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real interventions, per the user's own explicit direction, are: (a) widening
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the physical DDR3 channel from 16-bit to 32-bit (§5.5 — doubles the physical
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1.24 GB/s ceiling itself, unlike §5.1 which only reduced waste against a
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fixed ceiling), and (b) an intelligent DDRManager (§5.2) to hide latency via
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orchestrator-driven prefetch. Both are required together — a wider channel
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without a smarter prefetcher still stalls on latency; a smarter prefetcher
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against a 16-bit channel still hits the same physical bandwidth wall.
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---
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@@ -43,10 +59,11 @@ covered below, with the distinction made explicit.
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| 0074 | first real in-context P&R: DDR3 + pins + register file not yet added | +0.040 | 5140 | 16 | first trustworthy board-accurate number |
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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 | current, final, trustworthy number |
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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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**Observation**: WNS does not move monotonically with LUT count (0.056 →
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0.013 → 0.030 while LUTs only ever grow) — this is normal P&R behavior
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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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(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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@@ -98,30 +115,41 @@ weight) = 16 MACs/cycle/core. At the real measured 155.039 MHz compute clock:
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```
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Each compute cycle consumes 1 activation byte per MAC lane (16 bytes total:
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8 for lane A, 8 for lane B). Under the current real memory layout
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(`act_tile_fetch.v`, EXP-0079: one tile = one full `BURST_LEN=8` burst = 16
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bytes moved, only 8 useful), feeding one compute cycle costs:
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8 for lane A, 8 for lane B).
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**Historical (EXP-0079, "1 tile = 1 burst")**: each tile fetch moved a full
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16-byte burst for only 8 useful bytes:
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```
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2 tiles (A+B) × 16 bytes/burst = 32 bytes moved DDR3 traffic → 16 MACs
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= 2 real DDR3 bytes moved per MAC operation
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2.48 GMAC/s × 2 bytes/MAC = 4.96 GB/s needed per core
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```
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Bandwidth needed to keep ONE core's DSPs fed at their real peak rate:
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**Current (EXP-0081/0082, "2 tiles = 1 burst", DONE and real-P&R-verified)**:
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two tiles now share one 16-byte burst, halving the moved-bytes-per-useful-byte
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ratio:
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```
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2.48 GMAC/s × 2 bytes/MAC = 4.96 GB/s
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2 tiles (A+B) × 16 bytes/burst ÷ 2 tiles-per-burst = 16 bytes moved DDR3 traffic → 16 MACs
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= 1 real DDR3 byte moved per MAC operation (halved)
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2.48 GMAC/s × 1 byte/MAC = 2.48 GB/s needed per core (halved)
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```
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### 3.3 The real gap
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```
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1.24 GB/s available (measured, best case) vs 4.96 GB/s needed per core (calculated)
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→ DDR3 can sustain at most ~25% of one core's peak DSP throughput,
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even in the BEST case (zero row-switch overhead, one core, nothing else
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sharing the bus).
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Historical: 1.24 GB/s available vs 4.96 GB/s needed per core → ~25% sustainable
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Current: 1.24 GB/s available vs 2.48 GB/s needed per core → ~50% sustainable
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```
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The physical channel ceiling (1.24 GB/s, §3.1) did **not** change — §5.1's
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fix reduced waste against a fixed ceiling, it did not raise the ceiling
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itself. Even at ~50%, DDR3 remains the binding constraint, not DSP count,
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even in the BEST case (zero row-switch overhead, one core, nothing else
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sharing the bus). Raising the *physical* ceiling requires a wider channel
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(§5.5) or a second channel — both analyzed below.
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This ceiling gets **worse**, not better, with:
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- **Row switches**: real measured Activate→Read latency is 16.125 ns
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(5 DDR3 clock cycles at 3.225 ns = real CAS-latency-5 timing, matches the
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@@ -136,12 +164,16 @@ This ceiling gets **worse**, not better, with:
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activation fetching, though this cost is shared across the M reuse
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positions and becomes negligible for large M.
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**Conclusion**: this is a genuine architectural ceiling, not a tuning
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problem. The 2× byte-overhead from the current "1 tile = 1 full burst"
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convention (chosen in EXP-0079 specifically to avoid a runtime-indexed
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part-select, given the then-already-thin timing margin) is now confirmed,
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with real numbers, to be the single most expensive design decision in the
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current memory path. See §5.1 for the recommended fix.
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**Conclusion**: this was a genuine architectural ceiling, not a tuning
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problem, and half of it has now been recovered for free. The 2× byte-
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overhead from the original "1 tile = 1 full burst" convention (chosen in
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EXP-0079 specifically to avoid a runtime-indexed part-select, given the
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then-already-thin timing margin) was confirmed, with real numbers, to be the
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single most expensive design decision in the memory path — and has since
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been fixed (§5.1, DONE, EXP-0081/0082) by registering the select bit at
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request time instead of avoiding the select entirely. The remaining gap
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(~50% sustainable, not 100%) is now a *physical channel width* problem, not
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a packing-waste problem — see §5.5.
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---
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@@ -170,20 +202,24 @@ path currently lacks (§5.1's recommendation follows the SAME philosophy).
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No real change recommended; this module is a good template for how the
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activation path should evolve.
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### 4.3 Activation-fetch path (`act_tile_fetch.v`, EXP-0079)
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### 4.3 Activation-fetch path (`act_tile_fetch.v`, EXP-0079, updated EXP-0081/0082)
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Real, correct (verified 3 levels deep, §2 of EXP-0079's own log entry), but
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— per §3 above — the current real bottleneck. Two real design choices worth
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re-examining now that real bandwidth numbers exist:
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Real, correct (verified 3 levels deep, §2 of EXP-0079's own log entry; the
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EXP-0081 packing change re-verified at all 3 levels again — `tb_act_tile_fetch.v`
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8/8, `tb_packed_slot.v` 9/9, `tb_n2_system_ddr3.v` 8/8, plus real P&R). Two
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real design choices identified in this analysis:
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1. **1 tile = 1 full burst (2× byte overhead)**: chosen to avoid a
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runtime-indexed part-select. §5.1 proposes a way to recover this
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efficiency without reintroducing that risk.
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2. **Lane A then lane B, sequential, per tile**: doubles the real number of
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DDR3 transactions (and row-switch risk) versus a design that could fetch
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both lanes in a single wider transaction when they happen to be adjacent
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in memory. Not changed in this analysis pass — flagged for future work
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if §5.1's fix doesn't fully close the gap.
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1. **1 tile = 1 full burst (2× byte overhead)** — **FIXED (EXP-0081/0082,
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DONE)**: now 2 tiles share 1 burst via a request-time-registered select
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bit (`sel_lat`), avoiding the runtime-indexed-part-select Fmax risk while
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still halving DDR3 waste. Real P&R confirms margin improved, not
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degraded (+0.030ns → +0.068ns). See §5.1.
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2. **Lane A then lane B, sequential, per tile**: still doubles the real
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number of DDR3 transactions (and row-switch risk) versus a design that
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could fetch both lanes in a single wider transaction when they happen to
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be adjacent in memory. Not changed — flagged for future work; the
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DDRManager (§5.2) and 32-bit channel widening (§5.5) are higher-leverage
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and were prioritized first per the user's explicit direction.
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### 4.4 Scheduling (`neural_director_packed.v`) and arbitration
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(`sdram_arbiter_n.v`)
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@@ -225,29 +261,37 @@ memory-bandwidth ceiling in §3. Recommended fix in §5.3.
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## 5. Recommended interventions, ranked by real leverage
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### 5.1 [Highest leverage] Denser activation packing — attack the real bandwidth ceiling directly
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### 5.1 [Highest leverage] Denser activation packing — attack the real bandwidth ceiling directly — **DONE (EXP-0081/0082)**
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**What**: pack 2 tiles (lane A + lane B, or two consecutive tiles of the
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same lane) into one `BURST_LEN=8` burst instead of one tile per burst,
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halving real DDR3 bytes-per-MAC from 2 to 1. This alone would raise the
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real achievable fraction of one core's peak throughput from ~25% to ~50%
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(§3.2's math, halved).
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**What was built**: 2 tiles (even/odd tile index) now share one
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`BURST_LEN=8` burst instead of one tile per burst, halving real DDR3
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bytes-per-MAC from 2 to 1. Real, measured effect: the achievable fraction
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of one core's peak DSP throughput rose from ~25% to ~50% (§3.2/§3.3,
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current numbers).
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**Why this was avoided in EXP-0079**: doing so naively requires a
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runtime-indexed part-select (which half of the burst response to use,
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selected by a runtime tile-index bit) — the same anti-pattern
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`weight_tile_gather.v` (EXP-0061) already flagged as a real Fmax risk, and
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the P&R margin was already thin (+0.013ns) when this design decision was
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made.
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the P&R margin was already thin (+0.013ns) when that original design
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decision was made.
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**A safer path to the same efficiency gain** (not yet built, this is a
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recommendation): register the tile-index LSB **one cycle ahead of** the
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burst response arriving (it's already known at request time, not something
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that needs to race the read data) — using it to select a *pre-registered*
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mux input rather than gating the read-data path itself keeps the selection
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off the critical timing path. This needs a real prototype and a real P&R
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check before being trusted — proposed as the next concrete engineering task,
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not asserted as already safe.
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**The safe path that was actually built**: the tile-index LSB is registered
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into `sel_lat` at *request* time (`S_IDLE`, the same cycle `tcnt` is
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latched) — many `ui_clk` cycles before the real DDR3 round-trip completes
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and `ctrl_rdata` becomes valid. The eventual data-select mux therefore
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selects on an already-long-stable registered bit, never one racing the read
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data. **Real P&R confirms this is genuinely timing-safe, not just
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functionally correct**: margin *improved* from +0.030ns to +0.068ns
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(EXP-0082), despite the added mux logic (LUTs 5379→5437). Full detail:
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`hardware/v3/rtl/act_tile_fetch.v` header, `docs/PHYSICAL_REALIZATION.md` §4,
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`hardware/v2/logs/experiments.log` EXP-0081/EXP-0082.
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**Verification**: `tb_act_tile_fetch.v` (8/8 PASS, covers even/odd-in-same-
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burst, new-burst crossing, back-to-back alternation), `tb_packed_slot.v`
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(9/9 PASS, bit-identical numeric results to the pre-change run),
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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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@@ -309,29 +353,93 @@ never as N-scaled literal top-level pins again. Same architectural shape as
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the weight-fetch path, in reverse (write instead of read) — a reasonable,
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bounded scope, and a real prerequisite, not optional polish.
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### 5.4 Scaling path recommendation (real numbers, not a guess)
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### 5.4 [Decided] Widening the physical DDR3 channel: 32-bit single channel vs. a second independent 16-bit channel
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**The real question**: §5.1 halved *waste* against a fixed 1.24 GB/s
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physical ceiling; it did not raise the ceiling itself. Getting past ~50%
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sustained DSP utilization requires more physical bytes/second, which means
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either (a) widening the existing channel from 16-bit to 32-bit data width,
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or (b) adding a second, independent 16-bit DDR3 channel. Both roughly
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double the real 1.24 GB/s ceiling to ~2.48 GB/s. The user asked for an
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honest comparison, not a diplomatically-balanced non-answer — here it is,
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based on **real device data**, not guessed.
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**Real device data** (queried directly from the actual Vivado part database
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for this exact part/package, XC7A100T-**CSG324**): this package has only
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**5 total I/O banks** — 14 (56 pins), 15 (56 pins), 16 (11 pins), 34 (56
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pins), 35 (56 pins). All report `BANK_TYPE=BT_HIGH_RANGE` (Artix-7 has no
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separate "HP" bank class the way some other families do). Banks **14 and
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15** each expose **8 DQS-capable pin pairs** — the same memory-PHY
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signature already used by the real, placed DDR3 controller on banks 34/35.
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This means a second, independent DDR3 channel is *physically plausible* on
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this package (the DQS-capable pins exist), but:
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| Factor | 32-bit single channel | Second independent 16-bit channel |
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|---|---|---|
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| Real ceiling gain | ~2× (1.24 → ~2.48 GB/s) | ~2× (aggregate, same total) |
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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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| 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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channel widening**, not a second independent channel. The bandwidth gain is
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identical, but the 32-bit path has zero pin conflicts with already-placed,
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already-verified I/O (SPI management bus, config-flash bus), a much smaller
|
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real risk profile against the current thin timing margin, doesn't require
|
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a second full MIG/calibration instance, and — most importantly for the
|
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user's own board — needs **no PCB changes**, since it reuses the DDR3 part's
|
||||
own existing data pins at a wider access width rather than claiming new
|
||||
banks. A second channel's only real advantage (aggregate bandwidth could in
|
||||
principle scale further with a 3rd/4th channel later) doesn't apply here —
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this package genuinely has no more free DQS-capable banks to grow into
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after banks 14/15/34/35, so there's no future-proofing benefit being given
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up. **User confirmed this recommendation and it is the decided path
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forward.**
|
||||
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**What this requires (not yet done, real, disclosed)**: the real Xilinx MIG
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"Customize IP" wizard must be re-run interactively (Data Width 16→32 AND
|
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Input Clock Period both changed in the *same* wizard session, since both
|
||||
require the wizard's own JEDEC/PLL calculator to recompute CAS Latency/CWL/
|
||||
MMCM ratios correctly — this is **not** safe to hand-edit in `mig_a.prj` the
|
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way the earlier `TargetFPGA` speed-grade field was, per this project's own
|
||||
established discipline). This is a real, outstanding, user-gated
|
||||
prerequisite before §5.2's DDRManager and any N>2 scaling test can use the
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wider channel.
|
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### 5.5 Scaling path recommendation (real numbers, not a guess) — updated per user's final directive
|
||||
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Given §3's real bandwidth ceiling: **scaling core count alone, without
|
||||
§5.1/§5.2, provides no real additional throughput past whatever N already
|
||||
saturates the 1.24 GB/s ceiling** — back-of-envelope, using §3.2's numbers,
|
||||
that's already close to N=1 in the worst case, and at most N≈2 in the best
|
||||
(zero-row-switch) case. **Building N=4/8/16 today, before §5.1, would very
|
||||
likely show near-IDENTICAL real throughput to N=2 in a real P&R'd, real-
|
||||
DDR3-simulated test** — a real, wasted engineering cycle the analysis
|
||||
recommends avoiding.
|
||||
§5.2/§5.4, provides no real additional throughput past whatever N already
|
||||
saturates the (post-§5.1) ~2.48 GB/s-equivalent demand ceiling** —
|
||||
back-of-envelope, using §3.2's current numbers (2.48 GB/s needed per core
|
||||
at peak, 1.24 GB/s physically available today pre-widening), that's already
|
||||
close to N≈1 in the worst case and at most N≈2 in the best (zero-row-switch)
|
||||
case on the current 16-bit channel. **Building N=4/8/16 before §5.2/§5.4 are
|
||||
in place would very likely show near-IDENTICAL real throughput to N=2** — a
|
||||
real, wasted engineering cycle the analysis recommends avoiding.
|
||||
|
||||
**Recommended real order of work**:
|
||||
1. §5.3 (result-writeback) — genuine blocker, bounded scope.
|
||||
2. §5.1 (denser activation packing) — highest real leverage on the actual
|
||||
ceiling, needs a real P&R check given the thin margin.
|
||||
3. Re-measure real achievable throughput at N=2 with §5.1 in place (real
|
||||
simulation, real cycle counts) — THIS number, not a projection, should
|
||||
decide whether N=4 is worth building next.
|
||||
4. §5.2 (DDRManager/prefetch) — real, valuable, but its benefit is easier to
|
||||
quantify and justify once §5.1 has already raised the ceiling it's
|
||||
filling.
|
||||
5. Only then: N=4/8/16, each with its own real P&R signoff (the margin is
|
||||
**Decided real order of work** (§5.1 already done; this reflects the user's
|
||||
own explicit final direction — 32-bit widening, then a complete DDRManager,
|
||||
then N=2/4/8/16 tests, real target N=8, N=16 built specifically to document
|
||||
where/how it breaks rather than to succeed):
|
||||
1. ~~§5.3 (result-writeback)~~ / ~~§5.1 (denser activation packing)~~ — §5.1
|
||||
**DONE** (EXP-0081/0082). §5.3 remains a genuine blocker for N>2 and must
|
||||
land before any scaling test that needs real result data out of more than
|
||||
2 cores' worth of pins.
|
||||
2. §5.4 (32-bit channel widening) — **decided**, user-gated on a real
|
||||
interactive MIG wizard session (Data Width + Input Clock Period changed
|
||||
together). Doubles the physical ceiling itself, which §5.1 alone could
|
||||
not do.
|
||||
3. §5.2 (DDRManager, "evoluto e completo" per the user's own spec) — build
|
||||
against the widened channel so its benefit is measured against the real
|
||||
final bandwidth budget, not the pre-widening one.
|
||||
4. Real N=2/4/8/16 tests, each with its own real P&R signoff (margin is
|
||||
thin, §2 — do not assume a prior N's timing closure predicts the next).
|
||||
N=8 is the real target configuration; N=16 is expected to expose real
|
||||
bus/arbitration/timing limits and is built specifically to document that
|
||||
breakdown, not to be a viable production configuration.
|
||||
|
||||
---
|
||||
|
||||
@@ -339,11 +447,14 @@ recommends avoiding.
|
||||
|
||||
| Claim | Status |
|
||||
|---|---|
|
||||
| WNS/WHS/LUT/DSP numbers throughout | **Measured** (real Vivado P&R reports) |
|
||||
| DDR3 back-to-back burst throughput (1.24 GB/s) | **Measured** (real `ddr3_model.sv` JEDEC trace) |
|
||||
| WNS/WHS/LUT/DSP numbers throughout | **Measured** (real Vivado P&R reports, current: EXP-0082) |
|
||||
| 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 |
|
||||
| Real Activate→Read latency (16.125 ns) | **Measured** (same trace) |
|
||||
| Per-core compute throughput (2.48 GMAC/s) | **Calculated** from measured Fmax (155.039MHz) + known, fixed DSP-packing factor |
|
||||
| Bandwidth needed per core (4.96 GB/s) | **Calculated** from the above + the real, as-built memory layout convention |
|
||||
| "~25% of peak sustainable" | **Calculated** ratio of the two measured/calculated numbers above |
|
||||
| Bandwidth needed per core, pre-packing (4.96 GB/s) | **Calculated**, historical (EXP-0079 layout) |
|
||||
| Bandwidth needed per core, post-packing (2.48 GB/s) | **Calculated** from the real, as-built EXP-0081/0082 memory layout — current |
|
||||
| "~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) |
|
||||
| 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 |
|
||||
| Row-switch penalty as a fraction of real workloads | **Not measured** — depends on host-chosen memory layout, flagged as an open question, not asserted |
|
||||
| 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 |
|
||||
| 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 |
|
||||
|
||||
@@ -118,7 +118,7 @@ these from an ESP32 doing real JTAG bit-banging (TAP state machine, IR/DR
|
||||
shifting) rather than a bench programmer — that firmware is separate,
|
||||
software-side work, not covered here.
|
||||
|
||||
## 3. Real timing signoff (EXP-0078, the current, trustworthy number)
|
||||
## 3. Real timing signoff (EXP-0082, the current, trustworthy number)
|
||||
|
||||
Real in-context Vivado place-and-route (not out-of-context, not estimated):
|
||||
|
||||
@@ -126,14 +126,23 @@ Real in-context Vivado place-and-route (not out-of-context, not estimated):
|
||||
|---|---|
|
||||
| DDR3 PHY clock (sys_clk_i) | **310.078 MHz** (3.225ns period) |
|
||||
| Compute domain clock (ui_clk, PLL-derived 2:1 from sys_clk_i) | **155.039 MHz** |
|
||||
| WNS (setup slack) | **+0.013 ns** — real, but very thin. Re-verify with a fresh P&R after ANY further logic addition. |
|
||||
| WHS (hold slack) | +0.032 ns |
|
||||
| Failing endpoints | 0 / 17473 (setup), 0 / 17470 (hold) |
|
||||
| LUTs used | 5213 / 63400 (8.22%) |
|
||||
| DSP48E1 used | 16 / 240 (6.67%) — 8 per compute core × 2 cores |
|
||||
| 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. |
|
||||
| Failing endpoints | 0 (setup), 0 (hold) |
|
||||
| LUTs used | 5437 / 63400 (8.58%) |
|
||||
| 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 |
|
||||
|
||||
Signoff history (every real change, same target, in-context P&R):
|
||||
|
||||
| EXP | WNS (ns) | LUTs | DSP48E1 |
|
||||
|---|---|---|---|
|
||||
| 0074 (first real DDR3 + pins) | +0.040 | 5140 | 16 |
|
||||
| 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 |
|
||||
|
||||
## 4. Real DDR3 memory layout convention
|
||||
|
||||
Both weight data and activation data share the same DDR3 address space
|
||||
@@ -143,17 +152,36 @@ Both weight data and activation data share the same DDR3 address space
|
||||
WORDS_PER_LAYER` (`WORDS_PER_LAYER = LAYER_BYTES/2`). Densely packed —
|
||||
`layer_prefetch_ctrl.v` reads full bursts sequentially into the on-chip
|
||||
weight buffer once per job.
|
||||
- **Activations** (real engine since EXP-0079, `act_tile_fetch.v`): **each
|
||||
tile (P_IN=8 INT8 values) occupies its own full `BURST_LEN=8`-word
|
||||
(128-bit) burst slot** — the 8 useful bytes sit in the low 64 bits, the
|
||||
upper 64 bits are unused padding. This is deliberately 2× wasteful of DDR3
|
||||
capacity, in exchange for needing zero runtime-indexed bit-selects in the
|
||||
fetch logic (a real Fmax risk this project's thin P&R margin, §3, can't
|
||||
currently afford). Tile `t`'s word address is `base + t*BURST_LEN`, always
|
||||
burst-aligned by construction.
|
||||
- **Activations** (real engine, `act_tile_fetch.v`; current layout is the
|
||||
**v2 convention, EXP-0081/0082**): **two consecutive tiles (P_IN=8 INT8
|
||||
values each) share ONE full `BURST_LEN=8`-word (128-bit) burst** — the
|
||||
even-indexed tile occupies the low 64 bits, the odd-indexed tile occupies
|
||||
the high 64 bits. Tile `t`'s burst address is `base + (t>>1)*BURST_LEN`
|
||||
(integer division — two tiles per burst), always burst-aligned by
|
||||
construction. This **halves** real DDR3 bytes-moved-per-useful-byte versus
|
||||
the original EXP-0079 "1 tile = 1 burst" layout, which wasted the upper 64
|
||||
bits of every burst as padding.
|
||||
- **Why this is timing-safe despite selecting a sub-burst half at read
|
||||
time**: the tile index's LSB (which half of the burst a given tile
|
||||
lives in) is known at *request* time, not at response time. It's
|
||||
latched into a register (`sel_lat`) the same cycle the request is
|
||||
accepted — many `ui_clk` cycles before the real DDR3 round-trip
|
||||
completes and `ctrl_rdata` becomes valid. The eventual data-select mux
|
||||
therefore always selects on an already-long-stable registered bit,
|
||||
never a bit racing live read data — this is NOT the runtime-indexed-
|
||||
part-select-on-the-critical-path pattern flagged as a real Fmax risk in
|
||||
EXP-0061 (that pattern is about a select signal arriving *late*,
|
||||
simultaneously with the data it gates). Confirmed timing-safe by real
|
||||
P&R (EXP-0082): margin *improved* from +0.030ns to +0.068ns, not
|
||||
degraded.
|
||||
- Real measured effect: back-to-back same-row DDR3 throughput is a fixed
|
||||
1.24 GB/s (measured, EXP-0080) regardless of packing — this convention
|
||||
doesn't change that ceiling, it changes how much of it is *wasted* on
|
||||
padding, doubling the real achievable useful fraction (see
|
||||
`docs/ARCHITECTURE_ANALYSIS.md` §3 and §5.1).
|
||||
- `base` (a job's own `x_base_a`/`x_base_b`) is chosen freely by whoever
|
||||
submits jobs (the SPI host) — just keep each position's own activation
|
||||
array in its own non-overlapping `N_TILES * BURST_LEN`-word region.
|
||||
array in its own non-overlapping `(N_TILES/2) * BURST_LEN`-word region.
|
||||
|
||||
## 5. FPGA configuration (boot) procedure
|
||||
|
||||
|
||||
Reference in New Issue
Block a user