tensor: Rename & docs

This commit is contained in:
Hansung Kim
2024-08-23 16:21:45 -07:00
parent 45f6ae5aad
commit 2b1a9b7c16
2 changed files with 20 additions and 9 deletions

View File

@@ -75,8 +75,9 @@ module VX_tensor_core_block import VX_gpu_pkg::*; #(
);
localparam NUM_OCTETS = (`NUM_THREADS / 8);
// offet in the lane numbers that get mapped to the two threadgroups in an
// octet. E.g. two tgs map lane 0-3 and lane 16-19 -> 16
// FIXME: not sure this is the right logic. just filling in what works
// octet. E.g. two tgs map lane 0-3 and lane 16-19 ->
// LANE_OFFSET_THREADGROUP = 16
// FIXME: check logic; only verified for single octet
localparam LANE_OFFSET_THREADGROUP = (4 * NUM_OCTETS);
// this is only a rule of thumb
localparam METADATA_QUEUE_DEPTH = 2 * `LATENCY_HMMA;
@@ -147,6 +148,10 @@ module VX_tensor_core_block import VX_gpu_pkg::*; #(
// each octet produces 4x4 output partial sum, but the 8 lanes mapped
// to the octet can only do 8 fp32 writeback at a time; so we need to
// split writeback over two cycles
//
// octet_D matches the mathematical layout of the matrix (4x4 output
// per octet). The logic below replicates the jagged 1x2 mapping in
// Figure 7(b) to map values to the lanes.
assign wb_data_0[4*i+0] = octet_D[0][0];
assign wb_data_0[4*i+1] = octet_D[1][0];
assign wb_data_0[4*i+2] = octet_D[0][2];
@@ -511,7 +516,7 @@ module VX_tensor_octet #(
wire dpu_valid;
// this does (m,n,k)=(4,4,2) matmul, modeling compute of a single octet
VX_tensor_dpu #(
VX_tensor_threadgroups #(
.ISW(ISW),
.OCTET(OCTET),
.OPERAND_BUFFER_DEPTH(4 /*@perf: arbtirary*/)
@@ -581,14 +586,14 @@ module VX_tensor_octet #(
end
`ifdef PERF_ENABLE
logic [`PERF_CTR_BITS-1:0] perf_tensor_dpu_total;
logic [`PERF_CTR_BITS-1:0] perf_tensor_ops_total;
always @(posedge clk) begin
if (reset) begin
perf_tensor_dpu_total <= '0;
perf_tensor_ops_total <= '0;
end else begin
if (do_hmma) begin
perf_tensor_dpu_total <= perf_tensor_dpu_total + 2'd2;
perf_tensor_ops_total <= perf_tensor_ops_total + 2'd2;
end
end
end

View File

@@ -1,7 +1,8 @@
`ifdef EXT_T_ENABLE
`include "VX_fpu_define.vh"
module VX_tensor_dpu #(
// Module that contains the threadgroups with DPUs + operand buffer.
module VX_tensor_threadgroups #(
parameter ISW,
parameter OCTET,
// @perf: has big impact on throughput. A rule of thumb is to set it to
@@ -15,6 +16,7 @@ module VX_tensor_dpu #(
input valid_in,
output ready_in,
// [rows][cols][dtype]
// (m,n,k) = (4,4,2)
input [3:0][1:0][31:0] A_tile,
input [1:0][3:0][31:0] B_tile,
input [3:0][3:0][31:0] C_tile,
@@ -172,6 +174,7 @@ module VX_tensor_threadgroup #(
output ready_in,
input stall,
// all *_frag are row-major
// (m,n,k) = (2,4,2)
input [1:0][1:0][31:0] A_frag,
input [1:0][3:0][31:0] B_frag,
input [1:0][3:0][31:0] C_frag,
@@ -269,8 +272,11 @@ module VX_tensor_threadgroup #(
// 4 FEDPs per threadgroup
for (genvar i = 0; i < 4; ++i) begin
// at substep == 0, the 0th and 2nd columns of D begins compute;
// at substep == 1, the 1st and 3rd columns of D begins compute.
// Determine which elements in the D matrix the dot-product units get
// mapped to.
//
// At substep == 0, the 0th and 2nd columns of D begins compute;
// At substep == 1, the 1st and 3rd columns of D begins compute.
// There are two row elements for each column, rounding out to
// 4 elements computed by 4 FEDPs at every cycle
// (see Figure 10(b)).