v3: real Artix-7 compute core -- DSP48 packing verified, 2 real bugs found and fixed
New hardware/v3/ (Artix-7 port, branch v3-artix7): the compute engine
that makes the 100x-vs-ESP32 target theoretically reachable on
XC7A100T's 240 DSP48E1 budget.
mac2_dsp_packed.v: packs 2 INT8 MACs sharing one resident weight into
a single DSP48-shaped 25x18 multiply, exploiting this project's own
weight-stationary reuse pattern (layer_weight_buffer.v, EXP-0057/0058)
where one weight is genuinely multiplied against many different
activations. Verified exhaustively: 16,777,216/16,777,216
(weight,x0,x1) combinations, 0 errors.
Two real bugs found and fixed during that verification (both purely
arithmetic/RTL, not toolchain-related):
1. An off-by-one in a declared wire width caused Verilog's part-select
unsigned-by-default rule to corrupt sign extension on the upper
product field -- ~50% of vectors failed.
2. After fixing (1), still ~50% failed: concatenating two independently
sign-extended fields ({sext(x1,9), sext(x0,16)}) is NOT equivalent
to the real arithmetic sum x1*2^16+x0 whenever the lower field is
negative (its own two's-complement encoding "bleeds" an extra 2^16
into the concatenated value). Fixed by building the packed operand
with an explicit arithmetic shift-and-add instead of concatenation.
neural_processor_packed.v: full port of hardware/v2/rtl/
neural_processor.v's pipeline (same stage count/structure), doubled on
the accumulator/bias/activation/saturation side to process two
weight-reuse positions per weight-tile stream. Verified against TWO
real hardware/v2/rtl/neural_processor.v instances (job A / job B, same
shared weight, independent activations) -- 18/18 PASS, 0 errors,
covering the functional sweep, INT8 extremes, and back-to-back jobs.
A third real bug found in the process (in the new testbench, not the
RTL): clearing operand_valid/tile_last in the same simulation delta as
the handshake edge that should register tile_last=1 races against the
DUTs' own FSM evaluation of that same edge -- the same pulse-clearing
race class found three times already today in hardware/v2/sim (EXP-0058
and its follow-up commits). Fixed the same way: hold the pulse past the
edge with a real time delay (#1) before clearing.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MUG92aM9m68TRc4rG55BcC
This commit is contained in:
@@ -0,0 +1,99 @@
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`timescale 1ns/1ps
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// ============================================================
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// v3 (Artix-7 port) -- 2 INT8 MACs sharing one resident weight, packed
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// into a single DSP48E1-shaped 25x18 multiply.
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//
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// Fits this project's own weight-stationary reuse architecture
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// (layer_weight_buffer.v, EXP-0057/0058) exactly: one weight stays
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// resident and is multiplied against MANY different activations
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// (spatial reuse positions). This packs TWO of those activations
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// (x0, x1) against the SAME shared weight into one multiply, instead
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// of two separate DSP48 multiplies -- doubling effective MAC/DSP
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// throughput for exactly this access pattern.
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//
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// Packing scheme (signed INT8 x0, x1, weight, all in [-128, 127]):
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// packed_a = (x1 <<< 16) + sign_extend(x0, 25) (25 bits, matches
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// DSP48E1 port A width)
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// product = packed_a * weight (33 bits here;
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// widens to 43 bits with a real 18-bit weight port on
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// actual DSP48E1 silicon)
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//
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// packed_a is built with a real ARITHMETIC add, not bit concatenation
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// -- concatenating two independently sign-extended fields ({sext(x1,9),
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// sext(x0,16)}) looks equivalent on paper but is NOT: whenever x0 is
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// negative, its own two's-complement encoding contributes an extra
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// +2^16 into the concatenated field's value that a real sum x1*2^16+x0
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// does not have (found via exhaustive verification below -- an earlier
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// concatenation-based version failed exactly 8,355,840 / 16,777,216
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// vectors, all sharing x0<0). The explicit shift-and-add avoids this
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// class of bug entirely by construction.
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//
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// Because x1's field sits at bit 16 (a multiple of 2^16), the low 16
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// bits of `product` always equal x0*weight exactly, taken as signed
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// (modular arithmetic: (x1<<16)*weight is a multiple of 2^16, so it
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// never disturbs bits [15:0] of the sum). x0*weight's magnitude is at
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// most 128*128=16384, safely inside signed 16-bit range
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// (-32768..32767), so no truncation.
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//
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// Extracting x1*weight from the upper bits needs one correction: an
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// arithmetic right-shift of `product` by 16 computes
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// floor(product / 2^16), which is x1*weight - 1 (not exactly
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// x1*weight) whenever the low-16-bit product (x0*weight) is negative
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// -- the classic "borrow" of splitting one real two's-complement sum
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// into two fields after the fact (concatenating BEFORE the multiply is
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// exact by construction; recovering the two products AFTER a real
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// multiply-and-add requires this one correction). Fixed by adding 1
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// back whenever the low product's sign bit is set.
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// ============================================================
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module mac2_dsp_packed #(
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parameter DATA_WIDTH = 8
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)(
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input wire clk,
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input wire rst,
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input wire signed [DATA_WIDTH-1:0] weight, // shared, resident
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input wire signed [DATA_WIDTH-1:0] x0,
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input wire signed [DATA_WIDTH-1:0] x1,
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input wire valid_in,
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output reg signed [2*DATA_WIDTH-1:0] p0, // = x0 * weight, exact
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output reg signed [2*DATA_WIDTH-1:0] p1, // = x1 * weight, exact
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output reg valid_out
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);
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localparam A_WIDTH = 3*DATA_WIDTH + 1; // 25 for DATA_WIDTH=8
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localparam PROD_WIDTH = A_WIDTH + DATA_WIDTH; // 43 for DATA_WIDTH=8
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wire signed [A_WIDTH-1:0] x0_sext25 = {{(A_WIDTH-DATA_WIDTH){x0[DATA_WIDTH-1]}}, x0};
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wire signed [A_WIDTH-1:0] x1_shifted = $signed(x1) <<< (2*DATA_WIDTH);
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wire signed [A_WIDTH-1:0] packed_a = x1_shifted + x0_sext25;
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wire signed [PROD_WIDTH-1:0] product = packed_a * weight;
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// NOTE: a Verilog part-select (product[hi:lo]) always yields an
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// UNSIGNED value regardless of the source's own `signed` keyword
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// (LRM rule -- part-selects are never signed) -- explicit $signed()
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// casts below are therefore load-bearing, not decorative: without
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// them the arithmetic right shift used to recover p1_raw would
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// truncate/zero-extend instead of sign-extending, corrupting every
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// case where x1*weight is negative (found via exhaustive
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// verification, tb_mac2_dsp_packed.v -- an earlier version without
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// these casts, and with an off-by-one in p1_raw's declared width,
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// failed ~50% of all 16,777,216 (weight,x0,x1) vectors).
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wire signed [2*DATA_WIDTH-1:0] p0_comb = product[2*DATA_WIDTH-1:0];
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wire signed [A_WIDTH+DATA_WIDTH-2*DATA_WIDTH-1:0] p1_raw = $signed(product) >>> (2*DATA_WIDTH);
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wire signed [2*DATA_WIDTH-1:0] p1_comb = p1_raw[2*DATA_WIDTH-1:0] + (p0_comb[2*DATA_WIDTH-1] ? 1'b1 : 1'b0);
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always @(posedge clk) begin
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if (rst) begin
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p0 <= {2*DATA_WIDTH{1'b0}};
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p1 <= {2*DATA_WIDTH{1'b0}};
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valid_out <= 1'b0;
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end else begin
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p0 <= p0_comb;
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p1 <= p1_comb;
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valid_out <= valid_in;
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end
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end
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endmodule
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@@ -0,0 +1,370 @@
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// ============================================================
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// FPGA-Neural V3 (Artix-7 port) -- Neural Processor, DSP48-packed.
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//
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// Direct port of hardware/v2/rtl/neural_processor.v (M1), restructured
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// for the weight-stationary reuse pattern (layer_weight_buffer.v,
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// EXP-0057/0058): ONE resident weight tile is shared by TWO reuse
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// positions (job A, job B) processed in lockstep, each tap-lane packing
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// its two x*w multiplies into a single DSP48-shaped multiply instead of
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// two separate ones (see hardware/v3/rtl/mac2_dsp_packed.v, verified
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// exhaustively 16,777,216/16,777,216 bit-exact -- the packing math
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// here is the SAME formula, inlined per-lane rather than instantiated,
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// to keep this module's own pipeline depth/stage count identical to
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// the V2 original for a direct structural comparison).
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//
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// Pipeline stages match V2's neural_processor.v exactly, just doubled
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// on the accumulator side (one accumulate/bias/activation/saturation
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// path per job, A and B, sharing the SAME multiply/adder-tree stages
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// since they consume the SAME weight stream):
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// Stage 0 input alignment (x0_a, x0_b, w0 -- ONE shared weight)
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// Stage 1 P_IN packed-MAC lanes: p0[i]=x0_a[i]*w0[i], p1[i]=x0_b[i]*w0[i]
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// Stage 2..(1+TREE_LEVELS) TWO balanced adder trees (A and B)
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// Stage (2+TREE_LEVELS) TWO accumulators
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// Stage (3+TREE_LEVELS) bias add (shared bias/activation -- same
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// neuron/filter, different spatial position)
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// + activation, per job
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// Stage (4+TREE_LEVELS) INT8 saturation / output register, per job
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//
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// job_bias/job_activation are SHARED between A and B (same resident
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// neuron), matching this project's own weight-reuse semantics (a
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// neuron/filter's bias and activation type don't vary by spatial
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// position -- only its accumulated dot product does). node_id differs
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// per job (A and B are different output positions).
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// ============================================================
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module neural_processor_packed #(
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parameter DATA_WIDTH = 8,
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parameter P_IN = 8,
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parameter ACC_WIDTH = 32
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)(
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input clk,
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input rst,
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// ---- job descriptor (NP_LOAD_JOB) ----
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input job_valid,
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output job_ready,
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input [15:0] job_node_id_a,
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input [15:0] job_node_id_b,
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input signed [DATA_WIDTH-1:0] job_bias, // shared (same neuron)
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input [1:0] job_activation, // shared (same neuron)
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// ---- operand stream: ONE shared weight stream, TWO activation streams ----
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input operand_valid,
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output operand_ready,
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input signed [DATA_WIDTH*P_IN-1:0] input_data_a,
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input signed [DATA_WIDTH*P_IN-1:0] input_data_b,
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input signed [DATA_WIDTH*P_IN-1:0] weight_data,
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input tile_last,
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// ---- result stream: two results per job pair, same-cycle ----
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output reg result_valid,
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input result_ready,
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output reg signed [DATA_WIDTH-1:0] result_data_a,
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output reg signed [DATA_WIDTH-1:0] result_data_b,
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output reg [15:0] result_node_id_a,
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output reg [15:0] result_node_id_b,
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output reg [3:0] np_state,
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output reg np_error
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);
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localparam ACT_NONE = 2'd0;
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localparam ACT_RELU = 2'd1;
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localparam NP_IDLE = 4'd0;
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localparam NP_LOAD_JOB = 4'd1;
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localparam NP_WAIT_OPERANDS = 4'd2;
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localparam NP_FINISH = 4'd3;
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localparam NP_WRITE_RESULT = 4'd4;
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localparam NP_DONE = 4'd5;
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localparam NP_ERROR = 4'd6;
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localparam TREE_LEVELS = $clog2(P_IN);
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localparam PROD_WIDTH = 2 * DATA_WIDTH;
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reg signed [DATA_WIDTH-1:0] bias_reg;
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reg [1:0] activation_reg;
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reg [15:0] node_id_a_reg, node_id_b_reg;
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assign operand_ready = (np_state == NP_WAIT_OPERANDS);
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// ============================================================
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// STAGE 0 -- input alignment
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// ============================================================
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reg valid0, last0;
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reg signed [DATA_WIDTH-1:0] xa0 [0:P_IN-1];
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reg signed [DATA_WIDTH-1:0] xb0 [0:P_IN-1];
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reg signed [DATA_WIDTH-1:0] w0 [0:P_IN-1];
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integer gi;
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always @(posedge clk) begin
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if (rst) begin
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valid0 <= 1'b0;
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last0 <= 1'b0;
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end else begin
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valid0 <= operand_valid && operand_ready;
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last0 <= (operand_valid && operand_ready) ? tile_last : 1'b0;
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if (operand_valid && operand_ready) begin
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for (gi = 0; gi < P_IN; gi = gi + 1) begin
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xa0[gi] <= input_data_a[gi*DATA_WIDTH +: DATA_WIDTH];
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xb0[gi] <= input_data_b[gi*DATA_WIDTH +: DATA_WIDTH];
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w0[gi] <= weight_data[gi*DATA_WIDTH +: DATA_WIDTH];
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end
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end
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end
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end
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// ============================================================
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// STAGE 1 -- P_IN packed-MAC lanes (mac2_dsp_packed.v's own
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// verified combinational formula, inlined per lane)
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// ============================================================
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reg valid1, last1;
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reg signed [ACC_WIDTH-1:0] proda1 [0:P_IN-1];
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reg signed [ACC_WIDTH-1:0] prodb1 [0:P_IN-1];
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localparam A_WIDTH = 3*DATA_WIDTH + 1;
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wire signed [PROD_WIDTH-1:0] pa_comb [0:P_IN-1];
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wire signed [PROD_WIDTH-1:0] pb_comb [0:P_IN-1];
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genvar gm;
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generate
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for (gm = 0; gm < P_IN; gm = gm + 1) begin : GEN_MAC_PACKED
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wire signed [A_WIDTH-1:0] x0_sext25 = {{(A_WIDTH-DATA_WIDTH){xa0[gm][DATA_WIDTH-1]}}, xa0[gm]};
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wire signed [A_WIDTH-1:0] x1_shifted = $signed(xb0[gm]) <<< (2*DATA_WIDTH);
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wire signed [A_WIDTH-1:0] packed_a = x1_shifted + x0_sext25;
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wire signed [A_WIDTH+DATA_WIDTH-1:0] product = packed_a * w0[gm];
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assign pa_comb[gm] = product[PROD_WIDTH-1:0];
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wire signed [A_WIDTH+DATA_WIDTH-2*DATA_WIDTH-1:0] pb_raw =
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$signed(product) >>> (2*DATA_WIDTH);
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assign pb_comb[gm] = pb_raw[PROD_WIDTH-1:0] + (pa_comb[gm][PROD_WIDTH-1] ? 1'b1 : 1'b0);
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end
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endgenerate
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always @(posedge clk) begin
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if (rst) begin
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valid1 <= 1'b0;
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last1 <= 1'b0;
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end else begin
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valid1 <= valid0;
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last1 <= last0;
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for (gi = 0; gi < P_IN; gi = gi + 1) begin
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proda1[gi] <= {{(ACC_WIDTH-PROD_WIDTH){pa_comb[gi][PROD_WIDTH-1]}}, pa_comb[gi]};
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prodb1[gi] <= {{(ACC_WIDTH-PROD_WIDTH){pb_comb[gi][PROD_WIDTH-1]}}, pb_comb[gi]};
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end
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end
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end
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// ============================================================
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// STAGES 2..(1+TREE_LEVELS) -- TWO balanced adder trees (A, B)
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// ============================================================
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wire signed [ACC_WIDTH-1:0] level0a [0:P_IN-1];
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wire signed [ACC_WIDTH-1:0] level0b [0:P_IN-1];
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genvar gz;
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generate
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for (gz = 0; gz < P_IN; gz = gz + 1) begin : GEN_TREE_L0
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assign level0a[gz] = proda1[gz];
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assign level0b[gz] = prodb1[gz];
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end
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endgenerate
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reg [TREE_LEVELS-1:0] valid_tree;
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reg [TREE_LEVELS-1:0] last_tree;
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reg signed [ACC_WIDTH-1:0] treea [1:TREE_LEVELS][0:P_IN-1];
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reg signed [ACC_WIDTH-1:0] treeb [1:TREE_LEVELS][0:P_IN-1];
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genvar gl, gn;
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generate
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for (gl = 0; gl < TREE_LEVELS; gl = gl + 1) begin : GEN_TREE_LEVEL
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always @(posedge clk) begin
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if (rst) begin
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valid_tree[gl] <= 1'b0;
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last_tree[gl] <= 1'b0;
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end else begin
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valid_tree[gl] <= (gl == 0) ? valid1 : valid_tree[gl-1];
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last_tree[gl] <= (gl == 0) ? last1 : last_tree[gl-1];
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end
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end
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for (gn = 0; gn < (P_IN >> (gl+1)); gn = gn + 1) begin : GEN_TREE_NODE
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if (gl == 0) begin : GEN_FROM_LEVEL0
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always @(posedge clk) begin
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treea[1][gn] <= level0a[2*gn] + level0a[2*gn+1];
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treeb[1][gn] <= level0b[2*gn] + level0b[2*gn+1];
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end
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end else begin : GEN_FROM_TREE
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always @(posedge clk) begin
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treea[gl+1][gn] <= treea[gl][2*gn] + treea[gl][2*gn+1];
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treeb[gl+1][gn] <= treeb[gl][2*gn] + treeb[gl][2*gn+1];
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end
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end
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end
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end
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endgenerate
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wire valid_tree_out = (TREE_LEVELS == 0) ? valid1 : valid_tree[TREE_LEVELS-1];
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wire last_tree_out = (TREE_LEVELS == 0) ? last1 : last_tree[TREE_LEVELS-1];
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wire signed [ACC_WIDTH-1:0] tile_sum_a = (TREE_LEVELS == 0) ? proda1[0] : treea[TREE_LEVELS][0];
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wire signed [ACC_WIDTH-1:0] tile_sum_b = (TREE_LEVELS == 0) ? prodb1[0] : treeb[TREE_LEVELS][0];
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// ============================================================
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// STAGE (2+TREE_LEVELS) -- TWO accumulators
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// ============================================================
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reg signed [ACC_WIDTH-1:0] acc_reg_a, acc_reg_b;
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reg valid5, last5;
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always @(posedge clk) begin
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if (rst) begin
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acc_reg_a <= {ACC_WIDTH{1'b0}};
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acc_reg_b <= {ACC_WIDTH{1'b0}};
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valid5 <= 1'b0;
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last5 <= 1'b0;
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end else begin
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valid5 <= valid_tree_out;
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last5 <= last_tree_out;
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if (np_state == NP_LOAD_JOB) begin
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acc_reg_a <= {ACC_WIDTH{1'b0}};
|
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acc_reg_b <= {ACC_WIDTH{1'b0}};
|
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end else if (valid_tree_out) begin
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acc_reg_a <= acc_reg_a + tile_sum_a;
|
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acc_reg_b <= acc_reg_b + tile_sum_b;
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
// ============================================================
|
||||
// STAGE (3+TREE_LEVELS) -- bias add + activation (shared bias/act)
|
||||
// ============================================================
|
||||
wire signed [ACC_WIDTH-1:0] bias_ext =
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{{(ACC_WIDTH-DATA_WIDTH){bias_reg[DATA_WIDTH-1]}}, bias_reg};
|
||||
|
||||
reg valid6, last6;
|
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reg signed [ACC_WIDTH-1:0] final_acc_a, final_acc_b;
|
||||
|
||||
always @(posedge clk) begin
|
||||
if (rst) begin
|
||||
valid6 <= 1'b0;
|
||||
last6 <= 1'b0;
|
||||
end else begin
|
||||
valid6 <= valid5;
|
||||
last6 <= last5;
|
||||
final_acc_a <= acc_reg_a + bias_ext;
|
||||
final_acc_b <= acc_reg_b + bias_ext;
|
||||
end
|
||||
end
|
||||
|
||||
function automatic signed [DATA_WIDTH-1:0] saturate_activate(
|
||||
input signed [ACC_WIDTH-1:0] final_acc,
|
||||
input [1:0] activation
|
||||
);
|
||||
reg sign;
|
||||
reg upper_all0, upper_all1, in_range, le_zero;
|
||||
reg signed [DATA_WIDTH-1:0] y_none, y_relu;
|
||||
begin
|
||||
sign = final_acc[ACC_WIDTH-1];
|
||||
upper_all0 = ~(|final_acc[ACC_WIDTH-1:DATA_WIDTH-1]);
|
||||
upper_all1 = &final_acc[ACC_WIDTH-1:DATA_WIDTH-1];
|
||||
in_range = upper_all0 | upper_all1;
|
||||
le_zero = sign | ~(|final_acc);
|
||||
|
||||
y_none = in_range ? final_acc[DATA_WIDTH-1:0]
|
||||
: (sign ? {1'b1, {(DATA_WIDTH-1){1'b0}}}
|
||||
: {1'b0, {(DATA_WIDTH-1){1'b1}}});
|
||||
y_relu = le_zero ? {DATA_WIDTH{1'b0}}
|
||||
: (upper_all0 ? final_acc[DATA_WIDTH-1:0]
|
||||
: {1'b0, {(DATA_WIDTH-1){1'b1}}});
|
||||
saturate_activate = (activation == ACT_NONE) ? y_none : y_relu;
|
||||
end
|
||||
endfunction
|
||||
|
||||
// ============================================================
|
||||
// STAGE (4+TREE_LEVELS) -- output register / saturation, per job
|
||||
// ============================================================
|
||||
reg valid7;
|
||||
reg signed [DATA_WIDTH-1:0] y7_a, y7_b;
|
||||
|
||||
always @(posedge clk) begin
|
||||
if (rst) begin
|
||||
valid7 <= 1'b0;
|
||||
end else begin
|
||||
valid7 <= last6;
|
||||
y7_a <= saturate_activate(final_acc_a, activation_reg);
|
||||
y7_b <= saturate_activate(final_acc_b, activation_reg);
|
||||
end
|
||||
end
|
||||
|
||||
wire pipeline_busy = valid0 || valid1 || (|valid_tree) || valid5 || valid6 || valid7;
|
||||
assign job_ready = (np_state == NP_IDLE) && !pipeline_busy;
|
||||
|
||||
// ============================================================
|
||||
// OUTER FSM -- identical shape to V2, both result channels together
|
||||
// ============================================================
|
||||
always @(posedge clk) begin
|
||||
if (rst) begin
|
||||
np_state <= NP_IDLE;
|
||||
np_error <= 1'b0;
|
||||
result_valid <= 1'b0;
|
||||
result_data_a <= {DATA_WIDTH{1'b0}};
|
||||
result_data_b <= {DATA_WIDTH{1'b0}};
|
||||
result_node_id_a <= 16'h0;
|
||||
result_node_id_b <= 16'h0;
|
||||
bias_reg <= {DATA_WIDTH{1'b0}};
|
||||
activation_reg <= ACT_RELU;
|
||||
node_id_a_reg <= 16'h0;
|
||||
node_id_b_reg <= 16'h0;
|
||||
end else begin
|
||||
case (np_state)
|
||||
|
||||
NP_IDLE: begin
|
||||
if (job_valid && job_ready) begin
|
||||
bias_reg <= job_bias;
|
||||
activation_reg <= job_activation;
|
||||
node_id_a_reg <= job_node_id_a;
|
||||
node_id_b_reg <= job_node_id_b;
|
||||
np_state <= NP_LOAD_JOB;
|
||||
end
|
||||
end
|
||||
|
||||
NP_LOAD_JOB: begin
|
||||
np_state <= NP_WAIT_OPERANDS;
|
||||
end
|
||||
|
||||
NP_WAIT_OPERANDS: begin
|
||||
if (operand_valid && operand_ready && tile_last) begin
|
||||
np_state <= NP_FINISH;
|
||||
end
|
||||
end
|
||||
|
||||
NP_FINISH: begin
|
||||
if (valid7) begin
|
||||
result_valid <= 1'b1;
|
||||
result_data_a <= y7_a;
|
||||
result_data_b <= y7_b;
|
||||
result_node_id_a <= node_id_a_reg;
|
||||
result_node_id_b <= node_id_b_reg;
|
||||
np_state <= NP_WRITE_RESULT;
|
||||
end
|
||||
end
|
||||
|
||||
NP_WRITE_RESULT: begin
|
||||
if (result_valid && result_ready) begin
|
||||
result_valid <= 1'b0;
|
||||
np_state <= NP_DONE;
|
||||
end
|
||||
end
|
||||
|
||||
NP_DONE: begin
|
||||
np_state <= NP_IDLE;
|
||||
end
|
||||
|
||||
NP_ERROR: begin
|
||||
end
|
||||
|
||||
default: np_state <= NP_ERROR;
|
||||
|
||||
endcase
|
||||
end
|
||||
end
|
||||
|
||||
endmodule
|
||||
@@ -0,0 +1,68 @@
|
||||
`timescale 1ns/1ps
|
||||
|
||||
// ============================================================
|
||||
// Exhaustive verification of mac2_dsp_packed.v's signed packing
|
||||
// arithmetic: every (weight, x0, x1) combination in [-128,127]^3
|
||||
// (256^3 = 16,777,216 vectors), checked against independent
|
||||
// Verilog integer multiplication (the "third oracle" convention
|
||||
// used throughout this project). Checks the COMBINATIONAL packed
|
||||
// result directly (no per-vector clock edge) for speed -- the
|
||||
// registered p0/p1 outputs are just a one-cycle pipeline of the
|
||||
// same combinational value, already covered structurally by every
|
||||
// other testbench in this project using this same register idiom.
|
||||
// ============================================================
|
||||
module tb;
|
||||
localparam DATA_WIDTH = 8;
|
||||
|
||||
reg clk = 0;
|
||||
always #5 clk = ~clk;
|
||||
reg rst;
|
||||
|
||||
reg signed [DATA_WIDTH-1:0] weight, x0, x1;
|
||||
reg valid_in;
|
||||
wire signed [2*DATA_WIDTH-1:0] p0, p1;
|
||||
wire valid_out;
|
||||
|
||||
mac2_dsp_packed #(.DATA_WIDTH(DATA_WIDTH)) dut (
|
||||
.clk(clk), .rst(rst),
|
||||
.weight(weight), .x0(x0), .x1(x1), .valid_in(valid_in),
|
||||
.p0(p0), .p1(p1), .valid_out(valid_out)
|
||||
);
|
||||
|
||||
integer w, a, b;
|
||||
integer tests, errors;
|
||||
integer exp0, exp1;
|
||||
|
||||
initial begin
|
||||
rst = 1; weight = 0; x0 = 0; x1 = 0; valid_in = 0;
|
||||
tests = 0; errors = 0;
|
||||
@(posedge clk); @(posedge clk);
|
||||
rst = 0;
|
||||
@(posedge clk);
|
||||
|
||||
for (w = -128; w <= 127; w = w + 1) begin
|
||||
weight = w[7:0];
|
||||
for (a = -128; a <= 127; a = a + 1) begin
|
||||
x0 = a[7:0];
|
||||
for (b = -128; b <= 127; b = b + 1) begin
|
||||
x1 = b[7:0];
|
||||
#1;
|
||||
tests = tests + 1;
|
||||
exp0 = a * w;
|
||||
exp1 = b * w;
|
||||
if (dut.p0_comb !== exp0[2*DATA_WIDTH-1:0] || dut.p1_comb !== exp1[2*DATA_WIDTH-1:0]) begin
|
||||
errors = errors + 1;
|
||||
if (errors <= 20)
|
||||
$display("FAIL w=%0d x0=%0d x1=%0d: got p0=%0d p1=%0d expected p0=%0d p1=%0d",
|
||||
w, a, b, $signed(dut.p0_comb), $signed(dut.p1_comb), exp0, exp1);
|
||||
end
|
||||
end
|
||||
end
|
||||
if (w % 32 == 0) $display("... progress: weight=%0d, tests so far=%0d, errors so far=%0d", w, tests, errors);
|
||||
end
|
||||
|
||||
$display("=== RESULT: %0d/%0d PASS, %0d errors (exhaustive weight x x0 x x1, 256^3) ===", tests-errors, tests, errors);
|
||||
if (errors == 0) $display("ALL TESTS PASSED (tb_mac2_dsp_packed) -- exhaustive, mac2_dsp_packed.v is bit-exact");
|
||||
$finish;
|
||||
end
|
||||
endmodule
|
||||
@@ -0,0 +1,233 @@
|
||||
`timescale 1ns/1ps
|
||||
|
||||
// ============================================================
|
||||
// v3 -- verifies neural_processor_packed.v against TWO instances of
|
||||
// the real, already-trusted hardware/v2/rtl/neural_processor.v (one
|
||||
// fed job A's activations, one fed job B's, both fed the SAME shared
|
||||
// weight stream -- exactly the weight-reuse access pattern this module
|
||||
// is built for). Same driving convention as hardware/v2/sim/
|
||||
// tb_neural_processor.v (side-by-side DUTs, identical operands,
|
||||
// bit-exact comparison).
|
||||
// ============================================================
|
||||
module tb;
|
||||
localparam DATA_WIDTH = 8;
|
||||
localparam P_IN = 8;
|
||||
localparam ACC_WIDTH = 32;
|
||||
localparam MAX_N = 64;
|
||||
|
||||
reg clk, rst;
|
||||
initial begin clk = 0; forever #5 clk = ~clk; end
|
||||
|
||||
integer errors, tests;
|
||||
|
||||
// ---------------- reference: two real V2 neural_processor.v cores ----------------
|
||||
reg v2a_job_valid, v2b_job_valid;
|
||||
wire v2a_job_ready, v2b_job_ready;
|
||||
reg [15:0] v2a_node_id, v2b_node_id;
|
||||
reg signed [DATA_WIDTH-1:0] v2_bias;
|
||||
reg [1:0] v2_activation;
|
||||
|
||||
reg v2_operand_valid;
|
||||
wire v2a_operand_ready, v2b_operand_ready;
|
||||
reg signed [DATA_WIDTH*P_IN-1:0] input_data_a, input_data_b, weight_data;
|
||||
reg v2_tile_last;
|
||||
|
||||
wire v2a_result_valid, v2b_result_valid;
|
||||
reg v2_result_ready;
|
||||
wire signed [DATA_WIDTH-1:0] v2a_result_data, v2b_result_data;
|
||||
wire [15:0] v2a_result_node_id, v2b_result_node_id;
|
||||
wire [3:0] v2a_np_state, v2b_np_state;
|
||||
wire v2a_np_error, v2b_np_error;
|
||||
|
||||
neural_processor #(.DATA_WIDTH(DATA_WIDTH), .P_IN(P_IN), .ACC_WIDTH(ACC_WIDTH)) v2a (
|
||||
.clk(clk), .rst(rst),
|
||||
.job_valid(v2a_job_valid), .job_ready(v2a_job_ready),
|
||||
.job_node_id(v2a_node_id), .job_bias(v2_bias), .job_activation(v2_activation),
|
||||
.operand_valid(v2_operand_valid), .operand_ready(v2a_operand_ready),
|
||||
.input_data(input_data_a), .weight_data(weight_data), .tile_last(v2_tile_last),
|
||||
.result_valid(v2a_result_valid), .result_ready(v2_result_ready),
|
||||
.result_data(v2a_result_data), .result_node_id(v2a_result_node_id),
|
||||
.np_state(v2a_np_state), .np_error(v2a_np_error)
|
||||
);
|
||||
neural_processor #(.DATA_WIDTH(DATA_WIDTH), .P_IN(P_IN), .ACC_WIDTH(ACC_WIDTH)) v2b (
|
||||
.clk(clk), .rst(rst),
|
||||
.job_valid(v2b_job_valid), .job_ready(v2b_job_ready),
|
||||
.job_node_id(v2b_node_id), .job_bias(v2_bias), .job_activation(v2_activation),
|
||||
.operand_valid(v2_operand_valid), .operand_ready(v2b_operand_ready),
|
||||
.input_data(input_data_b), .weight_data(weight_data), .tile_last(v2_tile_last),
|
||||
.result_valid(v2b_result_valid), .result_ready(v2_result_ready),
|
||||
.result_data(v2b_result_data), .result_node_id(v2b_result_node_id),
|
||||
.np_state(v2b_np_state), .np_error(v2b_np_error)
|
||||
);
|
||||
|
||||
// ---------------- DUT: v3 packed neural_processor ----------------
|
||||
reg job_valid;
|
||||
wire job_ready;
|
||||
reg [15:0] job_node_id_a, job_node_id_b;
|
||||
reg signed [DATA_WIDTH-1:0] job_bias;
|
||||
reg [1:0] job_activation;
|
||||
|
||||
reg operand_valid;
|
||||
wire operand_ready;
|
||||
reg tile_last;
|
||||
|
||||
wire result_valid;
|
||||
reg result_ready;
|
||||
wire signed [DATA_WIDTH-1:0] result_data_a, result_data_b;
|
||||
wire [15:0] result_node_id_a, result_node_id_b;
|
||||
wire [3:0] np_state;
|
||||
wire np_error;
|
||||
|
||||
neural_processor_packed #(.DATA_WIDTH(DATA_WIDTH), .P_IN(P_IN), .ACC_WIDTH(ACC_WIDTH)) dut (
|
||||
.clk(clk), .rst(rst),
|
||||
.job_valid(job_valid), .job_ready(job_ready),
|
||||
.job_node_id_a(job_node_id_a), .job_node_id_b(job_node_id_b),
|
||||
.job_bias(job_bias), .job_activation(job_activation),
|
||||
.operand_valid(operand_valid), .operand_ready(operand_ready),
|
||||
.input_data_a(input_data_a), .input_data_b(input_data_b), .weight_data(weight_data),
|
||||
.tile_last(tile_last),
|
||||
.result_valid(result_valid), .result_ready(result_ready),
|
||||
.result_data_a(result_data_a), .result_data_b(result_data_b),
|
||||
.result_node_id_a(result_node_id_a), .result_node_id_b(result_node_id_b),
|
||||
.np_state(np_state), .np_error(np_error)
|
||||
);
|
||||
|
||||
reg signed [DATA_WIDTH-1:0] xamem [0:MAX_N-1];
|
||||
reg signed [DATA_WIDTH-1:0] xbmem [0:MAX_N-1];
|
||||
reg signed [DATA_WIDTH-1:0] wmem [0:MAX_N-1];
|
||||
integer i, t, k, n_inputs, n_tiles;
|
||||
integer watchdog;
|
||||
|
||||
task automatic run_case(
|
||||
input integer n,
|
||||
input signed [DATA_WIDTH-1:0] bias,
|
||||
input [1:0] activation,
|
||||
input [15:0] node_id
|
||||
);
|
||||
begin
|
||||
@(posedge clk);
|
||||
tests = tests + 1;
|
||||
n_inputs = n;
|
||||
n_tiles = n / P_IN;
|
||||
|
||||
v2_bias = bias; v2_activation = activation;
|
||||
job_bias = bias; job_activation = activation;
|
||||
v2a_node_id = node_id; v2b_node_id = node_id + 16'd1;
|
||||
job_node_id_a = node_id; job_node_id_b = node_id + 16'd1;
|
||||
|
||||
v2a_job_valid = 1; v2b_job_valid = 1; job_valid = 1;
|
||||
while (!v2a_job_ready || !v2b_job_ready || !job_ready) @(posedge clk);
|
||||
@(posedge clk); #1;
|
||||
v2a_job_valid = 0; v2b_job_valid = 0; job_valid = 0;
|
||||
|
||||
for (t = 0; t < n_tiles; t = t + 1) begin
|
||||
input_data_a = {DATA_WIDTH*P_IN{1'b0}};
|
||||
input_data_b = {DATA_WIDTH*P_IN{1'b0}};
|
||||
weight_data = {DATA_WIDTH*P_IN{1'b0}};
|
||||
for (k = 0; k < P_IN; k = k + 1) begin
|
||||
input_data_a[k*DATA_WIDTH +: DATA_WIDTH] = xamem[t*P_IN + k];
|
||||
input_data_b[k*DATA_WIDTH +: DATA_WIDTH] = xbmem[t*P_IN + k];
|
||||
weight_data[k*DATA_WIDTH +: DATA_WIDTH] = wmem[t*P_IN + k];
|
||||
end
|
||||
v2_tile_last = (t == n_tiles - 1);
|
||||
tile_last = v2_tile_last;
|
||||
v2_operand_valid = 1;
|
||||
operand_valid = 1;
|
||||
while (!v2a_operand_ready || !v2b_operand_ready || !operand_ready) @(posedge clk);
|
||||
@(posedge clk); #1;
|
||||
end
|
||||
// pulse-hardening (same class of bug as consume_done/pf_start/
|
||||
// ctrl_req elsewhere today): clearing operand_valid/tile_last
|
||||
// in the SAME delta as the last handshake's own edge races
|
||||
// against the three FSMs' own evaluation of that edge, and can
|
||||
// silently drop the tile_last=1 that should trigger NP_FINISH.
|
||||
// The #1 above (after the loop's last @(posedge clk)) already
|
||||
// pushes this clear into a later time step.
|
||||
v2_operand_valid = 0;
|
||||
operand_valid = 0;
|
||||
v2_tile_last = 0;
|
||||
tile_last = 0;
|
||||
|
||||
v2_result_ready = 1;
|
||||
result_ready = 1;
|
||||
watchdog = 0;
|
||||
while (!(v2a_result_valid && v2b_result_valid && result_valid) && watchdog < 300) begin
|
||||
@(posedge clk);
|
||||
watchdog = watchdog + 1;
|
||||
end
|
||||
|
||||
if (!v2a_result_valid || !v2b_result_valid || !result_valid) begin
|
||||
$display("FAIL n=%0d: watchdog timeout waiting for results (v2a=%b v2b=%b dut=%b)",
|
||||
n, v2a_result_valid, v2b_result_valid, result_valid);
|
||||
errors = errors + 1;
|
||||
end else begin
|
||||
if (result_data_a !== v2a_result_data || result_data_b !== v2b_result_data) begin
|
||||
$display("FAIL n=%0d bias=%0d act=%0d: v2a=%0d v2b=%0d dut_a=%0d dut_b=%0d MISMATCH",
|
||||
n, bias, activation, v2a_result_data, v2b_result_data, result_data_a, result_data_b);
|
||||
errors = errors + 1;
|
||||
end else begin
|
||||
$display("PASS n=%0d bias=%0d act=%0d: a=%0d b=%0d (bit-exact vs 2x real neural_processor.v)",
|
||||
n, bias, activation, result_data_a, result_data_b);
|
||||
end
|
||||
@(posedge clk);
|
||||
end
|
||||
|
||||
while (!job_ready || np_state !== 4'd0 || !v2a_job_ready || !v2b_job_ready) @(posedge clk);
|
||||
end
|
||||
endtask
|
||||
|
||||
integer li, pi;
|
||||
initial begin
|
||||
errors = 0; tests = 0;
|
||||
rst = 1;
|
||||
v2a_job_valid=0; v2b_job_valid=0; job_valid=0;
|
||||
v2a_node_id=0; v2b_node_id=0; job_node_id_a=0; job_node_id_b=0;
|
||||
v2_bias=0; v2_activation=1; job_bias=0; job_activation=1;
|
||||
v2_operand_valid=0; operand_valid=0;
|
||||
input_data_a=0; input_data_b=0; weight_data=0;
|
||||
v2_tile_last=0; tile_last=0;
|
||||
v2_result_ready=0; result_ready=0;
|
||||
repeat(4) @(posedge clk);
|
||||
rst = 0;
|
||||
@(posedge clk);
|
||||
|
||||
// ---- functional sweep: several N, several (li,pi)-derived
|
||||
// deterministic x_a/x_b/w patterns (matches this project's own
|
||||
// weight-reuse formula style, EXP-0058), both activations ----
|
||||
for (li = 0; li < 3; li = li + 1) begin
|
||||
for (pi = 0; pi < 4; pi = pi + 1) begin
|
||||
for (i = 0; i < 64; i = i + 1) begin
|
||||
wmem[i] = $signed(8'((li*17 + i*29 + 13) & 8'hFF));
|
||||
xamem[i] = $signed(8'((li*11 + (2*pi)*41 + i*7 + 3) & 8'hFF));
|
||||
xbmem[i] = $signed(8'((li*11 + (2*pi+1)*41 + i*7 + 3) & 8'hFF));
|
||||
end
|
||||
run_case(64, $signed(8'((li*3+pi) & 8'hFF)), (pi[0] ? 2'd1 : 2'd0), li*100+pi);
|
||||
end
|
||||
end
|
||||
|
||||
// ---- extreme INT8 boundary cases, N=16 ----
|
||||
for (i = 0; i < 16; i = i + 1) begin
|
||||
wmem[i] = (i % 2 == 0) ? -8'sd128 : 8'sd127;
|
||||
xamem[i] = (i % 3 == 0) ? -8'sd128 : ((i%3==1) ? 8'sd127 : 8'sd0);
|
||||
xbmem[i] = (i % 3 == 0) ? 8'sd127 : ((i%3==1) ? -8'sd128 : -8'sd1);
|
||||
end
|
||||
run_case(16, 8'sd0, 2'd1, 16'd9001);
|
||||
run_case(16, 8'sd127, 2'd0, 16'd9002);
|
||||
run_case(16, -8'sd128, 2'd1, 16'd9003);
|
||||
|
||||
// ---- back-to-back jobs, no idle gap (throughput check) ----
|
||||
for (i = 0; i < 32; i = i + 1) begin
|
||||
wmem[i] = $signed(8'((i*5+7) & 8'hFF));
|
||||
xamem[i] = $signed(8'((i*3+1) & 8'hFF));
|
||||
xbmem[i] = $signed(8'((i*13+2) & 8'hFF));
|
||||
end
|
||||
run_case(32, 8'sd10, 2'd1, 16'd9100);
|
||||
run_case(32, -8'sd10, 2'd0, 16'd9101);
|
||||
run_case(32, 8'sd0, 2'd1, 16'd9102);
|
||||
|
||||
$display("=== RESULT: %0d/%0d PASS, %0d errors (neural_processor_packed.v vs 2x real neural_processor.v) ===",
|
||||
tests-errors, tests, errors);
|
||||
if (errors == 0) $display("ALL TESTS PASSED (tb_neural_processor_packed)");
|
||||
$finish;
|
||||
end
|
||||
endmodule
|
||||
Reference in New Issue
Block a user