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| `timescale 1ns/1ps
|
|
|
| module tb_p13c;
|
|
|
| parameter NUM_CORES = 4;
|
| parameter CORE_ID_BITS = 2;
|
| parameter NUM_NEURONS = 1024;
|
| parameter NEURON_BITS = 10;
|
| parameter DATA_WIDTH = 16;
|
| parameter POOL_DEPTH = 1024;
|
| parameter POOL_ADDR_BITS = 10;
|
| parameter COUNT_BITS = 10;
|
| parameter REV_FANIN = 32;
|
| parameter REV_SLOT_BITS = 5;
|
| parameter ROUTE_FANOUT = 8;
|
| parameter ROUTE_SLOT_BITS = 3;
|
| parameter CLK_PERIOD = 10;
|
|
|
| reg clk, rst_n;
|
| initial clk = 0;
|
| always #(CLK_PERIOD/2) clk = ~clk;
|
|
|
| reg start;
|
|
|
| reg prog_pool_we;
|
| reg [CORE_ID_BITS-1:0] prog_pool_core;
|
| reg [POOL_ADDR_BITS-1:0] prog_pool_addr;
|
| reg [NEURON_BITS-1:0] prog_pool_src;
|
| reg [NEURON_BITS-1:0] prog_pool_target;
|
| reg signed [DATA_WIDTH-1:0] prog_pool_weight;
|
| reg [1:0] prog_pool_comp;
|
|
|
| reg prog_index_we;
|
| reg [CORE_ID_BITS-1:0] prog_index_core;
|
| reg [NEURON_BITS-1:0] prog_index_neuron;
|
| reg [POOL_ADDR_BITS-1:0] prog_index_base;
|
| reg [COUNT_BITS-1:0] prog_index_count;
|
|
|
| reg prog_route_we;
|
| reg [CORE_ID_BITS-1:0] prog_route_src_core;
|
| reg [NEURON_BITS-1:0] prog_route_src_neuron;
|
| reg [ROUTE_SLOT_BITS-1:0] prog_route_slot;
|
| reg [CORE_ID_BITS-1:0] prog_route_dest_core;
|
| reg [NEURON_BITS-1:0] prog_route_dest_neuron;
|
| reg signed [DATA_WIDTH-1:0] prog_route_weight;
|
|
|
| reg learn_enable;
|
| reg graded_enable;
|
| reg dendritic_enable;
|
| reg async_enable;
|
| reg threefactor_enable;
|
| reg signed [DATA_WIDTH-1:0] reward_value;
|
|
|
| reg prog_param_we;
|
| reg [CORE_ID_BITS-1:0] prog_param_core;
|
| reg [NEURON_BITS-1:0] prog_param_neuron;
|
| reg [2:0] prog_param_id;
|
| reg signed [DATA_WIDTH-1:0] prog_param_value;
|
|
|
| reg ext_valid;
|
| reg [CORE_ID_BITS-1:0] ext_core;
|
| reg [NEURON_BITS-1:0] ext_neuron_id;
|
| reg signed [DATA_WIDTH-1:0] ext_current;
|
|
|
| wire timestep_done;
|
| wire [NUM_CORES-1:0] spike_valid_bus;
|
| wire [NUM_CORES*NEURON_BITS-1:0] spike_id_bus;
|
| wire [4:0] mesh_state_out;
|
| wire [31:0] total_spikes;
|
| wire [31:0] timestep_count;
|
|
|
| neuromorphic_mesh #(
|
| .NUM_CORES (NUM_CORES),
|
| .CORE_ID_BITS (CORE_ID_BITS),
|
| .NUM_NEURONS (NUM_NEURONS),
|
| .NEURON_BITS (NEURON_BITS),
|
| .DATA_WIDTH (DATA_WIDTH),
|
| .POOL_DEPTH (POOL_DEPTH),
|
| .POOL_ADDR_BITS (POOL_ADDR_BITS),
|
| .COUNT_BITS (COUNT_BITS),
|
| .REV_FANIN (REV_FANIN),
|
| .REV_SLOT_BITS (REV_SLOT_BITS),
|
| .ROUTE_FANOUT (ROUTE_FANOUT),
|
| .ROUTE_SLOT_BITS(ROUTE_SLOT_BITS),
|
| .THRESHOLD (16'sd1000),
|
| .LEAK_RATE (16'sd3),
|
| .REFRAC_CYCLES (3)
|
| ) dut (
|
| .clk (clk),
|
| .rst_n (rst_n),
|
| .start (start),
|
| .prog_pool_we (prog_pool_we),
|
| .prog_pool_core (prog_pool_core),
|
| .prog_pool_addr (prog_pool_addr),
|
| .prog_pool_src (prog_pool_src),
|
| .prog_pool_target (prog_pool_target),
|
| .prog_pool_weight (prog_pool_weight),
|
| .prog_pool_comp (prog_pool_comp),
|
| .prog_index_we (prog_index_we),
|
| .prog_index_core (prog_index_core),
|
| .prog_index_neuron (prog_index_neuron),
|
| .prog_index_base (prog_index_base),
|
| .prog_index_count (prog_index_count),
|
| .prog_index_format (2'd0),
|
| .prog_route_we (prog_route_we),
|
| .prog_route_src_core (prog_route_src_core),
|
| .prog_route_src_neuron (prog_route_src_neuron),
|
| .prog_route_slot (prog_route_slot),
|
| .prog_route_dest_core (prog_route_dest_core),
|
| .prog_route_dest_neuron(prog_route_dest_neuron),
|
| .prog_route_weight (prog_route_weight),
|
| .prog_global_route_we(1'b0),
|
| .prog_global_route_src_core({CORE_ID_BITS{1'b0}}),
|
| .prog_global_route_src_neuron({NEURON_BITS{1'b0}}),
|
| .prog_global_route_slot(2'b0),
|
| .prog_global_route_dest_core({CORE_ID_BITS{1'b0}}),
|
| .prog_global_route_dest_neuron({NEURON_BITS{1'b0}}),
|
| .prog_global_route_weight({DATA_WIDTH{1'b0}}),
|
| .learn_enable (learn_enable),
|
| .graded_enable (graded_enable),
|
| .dendritic_enable (dendritic_enable),
|
| .async_enable (async_enable),
|
| .threefactor_enable(threefactor_enable),
|
| .reward_value (reward_value),
|
| .prog_delay_we (1'b0),
|
| .prog_delay_core ({CORE_ID_BITS{1'b0}}),
|
| .prog_delay_addr ({POOL_ADDR_BITS{1'b0}}),
|
| .prog_delay_value (6'd0),
|
| .prog_ucode_we (1'b0),
|
| .prog_ucode_core ({CORE_ID_BITS{1'b0}}),
|
| .prog_ucode_addr (6'd0),
|
| .prog_ucode_data (32'd0),
|
| .prog_param_we (prog_param_we),
|
| .prog_param_core (prog_param_core),
|
| .prog_param_neuron (prog_param_neuron),
|
| .prog_param_id (prog_param_id),
|
| .prog_param_value (prog_param_value),
|
| .ext_valid (ext_valid),
|
| .ext_core (ext_core),
|
| .ext_neuron_id (ext_neuron_id),
|
| .ext_current (ext_current),
|
| .timestep_done (timestep_done),
|
| .spike_valid_bus (spike_valid_bus),
|
| .spike_id_bus (spike_id_bus),
|
| .mesh_state_out (mesh_state_out),
|
| .total_spikes (total_spikes),
|
| .timestep_count (timestep_count)
|
| );
|
|
|
| always @(posedge clk) begin : spike_monitor
|
| integer c;
|
| for (c = 0; c < NUM_CORES; c = c + 1) begin
|
| if (spike_valid_bus[c]) begin
|
| $display(" [t=%0d] Core %0d Neuron %0d spiked",
|
| timestep_count, c, spike_id_bus[c*NEURON_BITS +: NEURON_BITS]);
|
| end
|
| end
|
| end
|
|
|
| initial begin
|
| $dumpfile("tb_p13c.vcd");
|
| $dumpvars(0, tb_p13c);
|
| end
|
|
|
| task add_pool;
|
| input [CORE_ID_BITS-1:0] core;
|
| input [POOL_ADDR_BITS-1:0] addr;
|
| input [NEURON_BITS-1:0] src;
|
| input [NEURON_BITS-1:0] target;
|
| input signed [DATA_WIDTH-1:0] weight;
|
| input [1:0] comp;
|
| begin
|
| @(posedge clk);
|
| prog_pool_we <= 1;
|
| prog_pool_core <= core;
|
| prog_pool_addr <= addr;
|
| prog_pool_src <= src;
|
| prog_pool_target <= target;
|
| prog_pool_weight <= weight;
|
| prog_pool_comp <= comp;
|
| @(posedge clk);
|
| prog_pool_we <= 0;
|
| end
|
| endtask
|
|
|
| task set_index;
|
| input [CORE_ID_BITS-1:0] core;
|
| input [NEURON_BITS-1:0] neuron;
|
| input [POOL_ADDR_BITS-1:0] base;
|
| input [COUNT_BITS-1:0] count;
|
| begin
|
| @(posedge clk);
|
| prog_index_we <= 1;
|
| prog_index_core <= core;
|
| prog_index_neuron <= neuron;
|
| prog_index_base <= base;
|
| prog_index_count <= count;
|
| @(posedge clk);
|
| prog_index_we <= 0;
|
| end
|
| endtask
|
|
|
| task run_timestep;
|
| input [CORE_ID_BITS-1:0] core;
|
| input [NEURON_BITS-1:0] neuron;
|
| input signed [DATA_WIDTH-1:0] current;
|
| begin
|
| @(posedge clk);
|
| ext_valid <= 1;
|
| ext_core <= core;
|
| ext_neuron_id <= neuron;
|
| ext_current <= current;
|
| @(posedge clk);
|
| ext_valid <= 0;
|
| start <= 1;
|
| @(posedge clk);
|
| start <= 0;
|
| wait (timestep_done);
|
| @(posedge clk);
|
| end
|
| endtask
|
|
|
| task run_empty;
|
| begin
|
| @(posedge clk);
|
| start <= 1;
|
| @(posedge clk);
|
| start <= 0;
|
| wait (timestep_done);
|
| @(posedge clk);
|
| end
|
| endtask
|
|
|
|
|
|
|
|
|
|
|
|
|
| integer pass_count;
|
| integer fail_count;
|
| reg [31:0] spikes_before;
|
| reg signed [DATA_WIDTH-1:0] wt_before, wt_after;
|
| reg signed [DATA_WIDTH-1:0] elig_val;
|
| integer ts;
|
|
|
| initial begin
|
|
|
| start = 0;
|
| prog_pool_we = 0; prog_pool_core = 0; prog_pool_addr = 0;
|
| prog_pool_src = 0; prog_pool_target = 0; prog_pool_weight = 0; prog_pool_comp = 0;
|
| prog_index_we = 0; prog_index_core = 0; prog_index_neuron = 0;
|
| prog_index_base = 0; prog_index_count = 0;
|
| prog_route_we = 0; prog_route_src_core = 0; prog_route_src_neuron = 0;
|
| prog_route_slot = 0;
|
| prog_route_dest_core = 0; prog_route_dest_neuron = 0; prog_route_weight = 0;
|
| learn_enable = 0; graded_enable = 0; dendritic_enable = 0; async_enable = 0;
|
| threefactor_enable = 0; reward_value = 0;
|
| prog_param_we = 0; prog_param_core = 0; prog_param_neuron = 0;
|
| prog_param_id = 0; prog_param_value = 0;
|
| ext_valid = 0; ext_core = 0; ext_neuron_id = 0; ext_current = 0;
|
|
|
| pass_count = 0;
|
| fail_count = 0;
|
|
|
| rst_n = 0;
|
| #(CLK_PERIOD * 5);
|
| rst_n = 1;
|
| #(CLK_PERIOD * 5);
|
|
|
|
|
|
|
|
|
| $display("\n========================================");
|
| $display("TEST 1: Elig accumulation (no reward)");
|
| $display("========================================");
|
|
|
| add_pool(0, 0, 500, 501, 16'sd1200, 0);
|
| set_index(0, 500, 0, 1);
|
|
|
| learn_enable = 1;
|
| threefactor_enable = 1;
|
| reward_value = 16'sd0;
|
|
|
| wt_before = dut.gen_core[0].core.pool_weight_mem.mem[0];
|
| $display(" Initial weight[0] = %0d", wt_before);
|
|
|
|
|
| for (ts = 0; ts < 10; ts = ts + 1)
|
| run_timestep(0, 500, 16'sd1200);
|
|
|
| wt_after = dut.gen_core[0].core.pool_weight_mem.mem[0];
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[0];
|
| $display(" After 10 timesteps: weight[0] = %0d, elig[0] = %0d", wt_after, elig_val);
|
|
|
| if (wt_after == wt_before) begin
|
| $display("TEST 1 PASSED (weight unchanged without reward)");
|
| pass_count = pass_count + 1;
|
| end else begin
|
| $display("TEST 1 FAILED - weight changed from %0d to %0d", wt_before, wt_after);
|
| fail_count = fail_count + 1;
|
| end
|
|
|
|
|
|
|
| $display("\n========================================");
|
| $display("TEST 2: Reward application");
|
| $display("========================================");
|
|
|
| wt_before = dut.gen_core[0].core.pool_weight_mem.mem[0];
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[0];
|
| $display(" Before reward: weight[0] = %0d, elig[0] = %0d", wt_before, elig_val);
|
|
|
| reward_value = 16'sd500;
|
|
|
|
|
| for (ts = 0; ts < 5; ts = ts + 1)
|
| run_timestep(0, 500, 16'sd1200);
|
|
|
| wt_after = dut.gen_core[0].core.pool_weight_mem.mem[0];
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[0];
|
| $display(" After reward: weight[0] = %0d, elig[0] = %0d", wt_after, elig_val);
|
|
|
| if (wt_after > wt_before) begin
|
| $display("TEST 2 PASSED (weight increased with positive reward)");
|
| pass_count = pass_count + 1;
|
| end else begin
|
| $display("TEST 2 FAILED - weight didn't increase: before=%0d after=%0d", wt_before, wt_after);
|
| fail_count = fail_count + 1;
|
| end
|
|
|
|
|
|
|
| $display("\n========================================");
|
| $display("TEST 3: Eligibility decay");
|
| $display("========================================");
|
|
|
| learn_enable = 0;
|
| reward_value = 16'sd0;
|
|
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[0];
|
| $display(" Initial elig[0] = %0d", elig_val);
|
|
|
|
|
| for (ts = 0; ts < 20; ts = ts + 1)
|
| run_empty();
|
|
|
| wt_before = dut.gen_core[0].core.pool_weight_mem.mem[0];
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[0];
|
| $display(" After 20 decay steps: elig[0] = %0d, weight[0] = %0d", elig_val, wt_before);
|
|
|
|
|
| if (elig_val == 0 || elig_val < 16'sd5) begin
|
| $display("TEST 3 PASSED (elig decayed to near-zero)");
|
| pass_count = pass_count + 1;
|
| end else begin
|
| $display("TEST 3 FAILED - elig still %0d after decay", elig_val);
|
| fail_count = fail_count + 1;
|
| end
|
|
|
|
|
|
|
|
|
| $display("\n========================================");
|
| $display("TEST 4: Delayed reward");
|
| $display("========================================");
|
|
|
| learn_enable = 1;
|
| threefactor_enable = 1;
|
| reward_value = 16'sd0;
|
|
|
| add_pool(0, 50, 600, 601, 16'sd1200, 0);
|
| set_index(0, 600, 50, 1);
|
|
|
|
|
| for (ts = 0; ts < 10; ts = ts + 1)
|
| run_timestep(0, 600, 16'sd1200);
|
|
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[50];
|
| $display(" After stimulation: elig[50] = %0d", elig_val);
|
|
|
|
|
| learn_enable = 0;
|
| for (ts = 0; ts < 5; ts = ts + 1)
|
| run_empty();
|
|
|
| elig_val = dut.gen_core[0].core.elig_mem.mem[50];
|
| $display(" After 5 decay steps: elig[50] = %0d", elig_val);
|
|
|
|
|
| wt_before = dut.gen_core[0].core.pool_weight_mem.mem[50];
|
| reward_value = 16'sd500;
|
|
|
| for (ts = 0; ts < 3; ts = ts + 1)
|
| run_empty();
|
|
|
| wt_after = dut.gen_core[0].core.pool_weight_mem.mem[50];
|
| $display(" Delayed reward: weight before=%0d, after=%0d", wt_before, wt_after);
|
|
|
| if (wt_after > wt_before) begin
|
| $display("TEST 4 PASSED (delayed reward changed weight)");
|
| pass_count = pass_count + 1;
|
| end else begin
|
| $display("TEST 4 FAILED - weight unchanged: before=%0d after=%0d", wt_before, wt_after);
|
| fail_count = fail_count + 1;
|
| end
|
|
|
| $display("\n========================================");
|
| $display("P13c RESULTS: %0d/%0d passed", pass_count, pass_count + fail_count);
|
| $display("========================================");
|
|
|
| if (fail_count > 0)
|
| $display("*** SOME TESTS FAILED ***");
|
| else
|
| $display("All tests passed!");
|
|
|
| $finish;
|
| end
|
|
|
| initial begin
|
| #(CLK_PERIOD * 10_000_000);
|
| $display("TIMEOUT");
|
| $finish;
|
| end
|
|
|
| endmodule
|
|
|