Two related Phase 5 additions, both threaded the same way (a new
runtime field defaulting to the pre-existing behavior, settable
per-layer via the descriptor table or per-run via SET_BASE):
Configurable activation functions:
- neuron_parallel.v gains a 2-bit `activation` port (ACT_NONE =
linear + two-sided INT8 saturate, ACT_RELU = the original
hardwired behavior, kept as the default so every pre-existing
caller/testbench is unaffected), threaded through neuron_memory.v.
- spi_engine.v: SET_BASE sel=6 (single-layer path); the descriptor
table gains a 7th byte (multi-layer path).
- Verified in neuron_parallel_tb.v (negative pass-through + negative
saturation to -128) and end-to-end in
spi_neuron_top_runnetwork_tb.v (a real negative accumulator that
ACT_RELU would clamp to 0 comes through unclamped under ACT_NONE,
over real SPI/RAM).
Runtime network width (one bitstream, any topology up to its
build-time max, entirely host-configured over SPI):
- neuron_parallel.v gains n_inputs_real, bounding its MAC group loop
(n_inputs_real/PARALLEL groups instead of the fixed build-time
count). neuron_memory.v gains n_inputs_real/n_neurons_real,
bounding its X/W RAM-read loop and its neuron loop. All default to
the build-time max, so unconnected callers are unaffected.
n_inputs_real must stay a multiple of PARALLEL (same constraint
N_INPUTS itself is held to at elaboration time, now the caller's
runtime responsibility).
- spi_engine.v: SET_BASE sel=7/8 (single-layer path); the descriptor
table grows to 11 bytes/layer (+n_inputs_real +n_neurons_real,
multi-layer path) -- layer_sequencer.v also now copies only
n_neurons_real bytes into the ping-pong buffer, not the full
build width.
- This is real early termination, not bookkeeping: no RAM
zero-padding needed for the unused tail, and it measurably
completes faster. neuron_parallel_tb.v TEST 7: 3 cycles vs 6 for a
reduced-vs-full run, with garbage loaded into the skipped lanes to
prove they're never read. neuron_memory_tb.v TEST 5: through the
real PSRAM stack, 209 cycles vs 788. layer_sequencer_tb.v proves a
reduced n_neurons_real shortens the ping-pong copy-out itself
(bytes beyond the real count stay untouched, not just differing).
docs/FPGA-NeuralNetwork-Engine.md: §8.1 opcode/SET_BASE table, new
"Runtime network width" subsection, Phase 5 checklist, Current
Status table, and the "Core architectural principle" statement
updated to reflect that topology (not just trained parameters) is
now host-configured at runtime up to a build-time ceiling.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WQV3vS9TXaGDJ5cRfnfidt
Wires the already-present layer_sequencer.v into the SPI stack:
- spi_engine.v: RUN_NETWORK opcode (0x23) + SET_BASE selectors for
table_base/buf_a_base/buf_b_base; STATUS.busy/done extended to
track the sequencer (seq_busy/seq_done) alongside neuron_memory
directly, so done latches on the last layer only.
- spi_neuron_top.v: instantiates layer_sequencer, muxes
neuron_memory's control inputs between it (while seq_busy) and
spi_engine's direct-drive path (legacy single-layer mode), wires
the sequencer's own RAM master to mem_arbiter's Port C.
Found and fixed a real race while writing the end-to-end test: STATUS's
sticky/clear-on-read done bit read its value live/combinationally
during transmission and cleared unconditionally on any STATUS read.
A done_event landing mid-transmission of a STATUS response byte could
be silently dropped -- the host would receive a stale byte while the
sticky bit was cleared regardless, hanging any host polling STATUS in
a loop. Present since Phase 4, not RUN_NETWORK-specific; only
surfaced under this test's continuous polling. Fixed by latching a
status_snapshot at opcode-accept time and gating the clear on what
was actually transmitted.
Tests: spi_engine_tb.v gains RUN_NETWORK/SET_BASE opcode tests (K/L);
new layer_sequencer_tb.v unit-tests the sequencer FSM directly
(descriptor table, ping-pong buffer addressing, byte-exact copy-out);
new spi_neuron_top_runnetwork_tb.v drives a real 2-layer network over
simulated SPI end to end (real neuron_memory + PSRAM, hand-computed
expected output) and confirms the legacy single-layer path still
works afterward. All existing testbenches still pass.
First real RTL piece of the SPI interface (docs §8.1 protocol
draft): the physical layer only -- Mode 0 (CPOL=0, CPHA=0),
MSB-first, byte-level shift register with a 3-stage CDC synchronizer
for SCLK/MOSI/CS_N (the SPI master clock is asynchronous to the
FPGA system clock). Exposes rx_byte/rx_valid, tx_byte/tx_byte_req,
and cs_active/cs_start/cs_end to the (not yet written) protocol
engine.
Documented an important consumer contract on tx_byte_req: it is a
prefetch hint (fires once extra after the last byte of every
transaction, since the slave cannot know in advance whether the
master will keep clocking), not a "byte consumed" event -- a
consumer must advance any stateful pointer (e.g. a RAM read address)
on rx_valid instead, which fires exactly once per real byte
transferred.
sim/spi_slave_tb.v: bit-banged SPI master BFM (4 tests: single byte,
multi-byte in one CS period, back-to-back transactions, slower
SCLK). Two testbench-only bugs found and fixed during bring-up (RTL
itself needed no functional change beyond the tx_byte_req contract
comment): the BFM was advancing its tx queue on tx_byte_req instead
of rx_valid (see contract above), and inter-test reset pulses raced
against posedge clk (blocking `rst=1` landing on the same simulation
time as a clock edge) -- fixed by asserting/deasserting reset on
negedge clk instead.
Verified two ways: Icarus Verilog (4/4 tests pass) and the real
ECP5 toolchain used for prior benchmarks (Yosys 0.68 synth: 0
problems, 41 FF / 55 LUT4, no latches; nextpnr-ecp5 --45k --package
CABGA381 --speed 8 --freq 80: PASS, Fmax 403.23 MHz; ecppack:
bitstream generated with no errors).
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WQV3vS9TXaGDJ5cRfnfidt
micheleandClaude Sonnet 5