def definition(io): # XNOR for binary affine mapped multiplication mul = mantle.NXOr(height=2, width=n) m.wire(mul.I0, io.I0) m.wire(mul.I1, io.I1) pop = PopCount(n) m.wire(mul.O, pop.I) m.wire(pop.O, io.P) width = log2(n)+2 sign = mantle.UGE(width) m.wire(m.zext(pop.O, 1), sign.I0) m.wire(m.bits(n, width), sign.I1) m.wire(sign.O, io.O)
def definition(io): # IF - get cycle_id, label_index_id controller = Controller() reg_1_cycle = mantle.Register(n) reg_1_control = mantle.DFF(init=1) wire(io.CLK, controller.CLK) wire(io.CLK, reg_1_cycle.CLK) wire(io.CLK, reg_1_control.CLK) reg_1_idx = controller.IDX wire(controller.CYCLE, reg_1_cycle.I) wire(1, reg_1_control.I) # RR - get weight block, image block of N bits readROM = ReadROM() wire(reg_1_idx, readROM.IDX) wire(reg_1_cycle.O, readROM.CYCLE) reg_2 = mantle.Register(N + b + n) reg_2_control = mantle.DFF() reg_2_weight = readROM.WEIGHT wire(io.CLK, reg_2.CLK) wire(io.CLK, readROM.CLK) wire(io.CLK, reg_2_control.CLK) wire(readROM.IMAGE, reg_2.I[:N]) wire(reg_1_idx, reg_2.I[N:N + b]) wire(reg_1_cycle.O, reg_2.I[N + b:]) wire(reg_1_control.O, reg_2_control.I) # EX - NXOr for multiplication, pop count and accumulate the result for activation multiplier = mantle.NXOr(height=2, width=N) bit_counter = DefineBitCounter(N)() adder = mantle.Add(n_bc_adder, cin=False, cout=False) mux_for_adder_0 = mantle.Mux(height=2, width=n_bc_adder) mux_for_adder_1 = mantle.Mux(height=2, width=n_bc_adder) reg_3_1 = mantle.Register(n_bc_adder) reg_3_2 = mantle.Register(b + n) wire(io.CLK, reg_3_1.CLK) wire(io.CLK, reg_3_2.CLK) wire(reg_2_weight, multiplier.I0) wire(reg_2.O[:N], multiplier.I1) wire(multiplier.O, bit_counter.I) wire(bits(0, n_bc_adder), mux_for_adder_0.I0) wire(bit_counter.O, mux_for_adder_0.I1[:n_bc]) if n_bc_adder > n_bc: wire(bits(0, n_bc_adder - n_bc), mux_for_adder_0.I1[n_bc:]) # only when data read is ready (i.e. control signal is high), accumulate the pop count result wire(reg_2_control.O, mux_for_adder_0.S) wire(reg_3_1.O, mux_for_adder_1.I0) wire(bits(0, n_bc_adder), mux_for_adder_1.I1) if n == 4: comparison_3 = SB_LUT4(LUT_INIT=int('0' * 15 + '1', 2)) wire( reg_2.O[N + b:], bits([ comparison_3.I0, comparison_3.I1, comparison_3.I2, comparison_3.I3 ])) else: comparison_3 = mantle.EQ(n) wire(reg_2.O[N + b:], comparison_3.I0) wire(bits(0, n), comparison_3.I1) wire(comparison_3.O, mux_for_adder_1.S) wire(mux_for_adder_0.O, adder.I0) wire(mux_for_adder_1.O, adder.I1) wire(adder.O, reg_3_1.I) wire(reg_2.O[N:], reg_3_2.I) # CF - classify the image classifier = Classifier() reg_4 = mantle.Register(n + b) reg_4_idx = classifier.O wire(io.CLK, classifier.CLK) wire(io.CLK, reg_4.CLK) wire(reg_3_1.O, classifier.I) wire(reg_3_2.O[:b], classifier.IDX) wire(reg_3_2.O, reg_4.I) # WB - wait to show the result until the end reg_5 = mantle.Register(b, has_ce=True) comparison_5_1 = mantle.EQ(b) comparison_5_2 = mantle.EQ(n) and_gate = mantle.And() wire(io.CLK, reg_5.CLK) wire(reg_4_idx, reg_5.I) wire(reg_4.O[:b], comparison_5_1.I0) wire(bits(num_classes - 1, b), comparison_5_1.I1) wire(reg_4.O[b:], comparison_5_2.I0) wire(bits(num_cycles - 1, n), comparison_5_2.I1) wire(comparison_5_1.O, and_gate.I0) wire(comparison_5_2.O, and_gate.I1) wire(and_gate.O, reg_5.CE) wire(reg_5.O, io.O) # latch the light indicating the end reg_6 = mantle.DFF() wire(io.CLK, reg_6.CLK) or_gate = mantle.Or() wire(and_gate.O, or_gate.I0) wire(reg_6.O, or_gate.I1) wire(or_gate.O, reg_6.I) wire(reg_6.O, io.D)