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ZFTurbo / Verilog-Generator-of-Neural-Net-Digit-Detector-for-FPGA

Verilog Generator of Neural Net Digit Detector for FPGA
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some question about verilog/code/neuroset #20

Closed kangliyu1 closed 2 years ago

kangliyu1 commented 2 years ago

Hello! I am learning the verilog code of neural network accelerator recently. I saw your project. I am very interested in your verilog code of neural network accelerator generated using python. I admire the work you have done, so I want to spend time correcting The neuroset code you generated is simulated and verified, but there are some problems during the simulation, so I would like to ask you for advice:

  1. I am using convert_image_for_testbench.py to convert the image into storage data, and replace it with the storage data in the testbench. I have tried a number of different numbers but the final simulation results are the same. The output is interrupted at 47349us "a "(as shown in Figure 1), I am very puzzled about this, I hope the seniors can give me some pointers, thank you very much! ! Note: The code used is the code in verilog/code/neuroset/ fig1: image

2、How to get the verilog code of the CNN architecture in Figure 2? Is it to modify the value of num_conv? Modifying num_conv equals to how much is the corresponding architecture of Figure 2? num_conv is equal to how much recognition effect is the best? image

ZFTurbo commented 2 years ago

After using convert_image_for_testbench.py did you replace image in testbench.v file? Can you upload your version of testbench.v?

ZFTurbo commented 2 years ago

num_conv variable in r05_verilog_generator_neural_net_structure.py file only regulate how many computational blocks will be generated in verilog code. Structure of neural net in this project always the same.

kangliyu1 commented 2 years ago

After using convert_image_for_testbench.py did you replace image in testbench.v file? Can you upload your version of testbench.v? @ZFTurbo Yes, I replaced the storage part of the initial in the testbench For example, the following display "// Answer: 1", the result should be 1, but the result is 2 However, after the storage data generated in the following figure 1 is simulated, the all result is equal to "a" And so far no simulation correct image data has been found in the data generated by convert_image_for_testbench.py. I'm very confused about this, I don't know where the problem is, I hope you can give pointers, thank you very much fig:1 image

testbench.v

module test();
parameter SIZE=12;
  reg clk;
  reg GO;
  reg signed [SIZE-1:0] storage [0:783]; 

  reg we_database;
  reg [SIZE-1:0] dp_database;
  reg [12:0] address_p_database;

  reg [9:0] x;
  wire STOP;
  wire [3:0] RESULT;
  TOP TOP(
    .clk                    (clk),
    .GO                     (GO),
    .RESULT                 (RESULT),
    .we_database            (we_database), 
    .dp_database            (dp_database), 
    .address_p_database     (address_p_database-1'b1),
    .STOP                   (STOP)
  );
initial begin
  clk=0;
  address_p_database=0;
  x=0;
  we_database=1;
  #200 GO=1;
end
always #10  clk=~clk;
always @(posedge clk)
    begin
        if (we_database)
        begin
            if (address_p_database<=783) 
                begin
                        dp_database = storage[address_p_database];
                        address_p_database=address_p_database+1'b1;
                end
            else we_database=0;
        end
        if ((x<=28*28)&&(GO)) x=x+1;
        else GO=0;
    if (STOP==1)
    begin
        $display("RESULT: %d",RESULT);
        $finish;
    end
 end

 // Precision: 12
// Image size: 28x28
// Answer: 1
initial
begin
    storage[0] =  11'b10001010000; // [0.5390625]
    storage[1] =  11'b10001110000; // [0.5546875]
    storage[2] =  11'b10010010000; // [0.5703125]
    storage[3] =  11'b10010101000; // [0.58203125]
    storage[4] =  11'b10010110000; // [0.5859375]
    storage[5] =  11'b10011000000; // [0.59375]
    storage[6] =  11'b10011011000; // [0.60546875]
    storage[7] =  11'b10011100000; // [0.609375]
    storage[8] =  11'b10011101000; // [0.61328125]
    storage[9] =  11'b10011110000; // [0.6171875]
    storage[10] =  11'b10100000000; // [0.625]
    storage[11] =  11'b10011111000; // [0.62109375]
    storage[12] =  11'b10100000000; // [0.625]
    storage[13] =  11'b10100000000; // [0.625]
    storage[14] =  11'b10100000000; // [0.625]
    storage[15] =  11'b10100001000; // [0.62890625]
    storage[16] =  11'b10100000000; // [0.625]
    storage[17] =  11'b10100000000; // [0.625]
    storage[18] =  11'b10011111000; // [0.62109375]
    storage[19] =  11'b10011111000; // [0.62109375]
    storage[20] =  11'b10011110000; // [0.6171875]
    storage[21] =  11'b10011110000; // [0.6171875]
    storage[22] =  11'b10011110000; // [0.6171875]
    storage[23] =  11'b10011101000; // [0.61328125]
    storage[24] =  11'b10011100000; // [0.609375]
    storage[25] =  11'b10011010000; // [0.6015625]
    storage[26] =  11'b10011000000; // [0.59375]
    storage[27] =  11'b10010111000; // [0.58984375]
    storage[28] =  11'b10001100000; // [0.546875]
    storage[29] =  11'b10001111000; // [0.55859375]
    storage[30] =  11'b10010011000; // [0.57421875]
    storage[31] =  11'b10010101000; // [0.58203125]
    storage[32] =  11'b10010110000; // [0.5859375]
    storage[33] =  11'b10011000000; // [0.59375]
    storage[34] =  11'b10011010000; // [0.6015625]
    storage[35] =  11'b10011100000; // [0.609375]
    storage[36] =  11'b10011110000; // [0.6171875]
    storage[37] =  11'b10100000000; // [0.625]
    storage[38] =  11'b10100010000; // [0.6328125]
    storage[39] =  11'b10100010000; // [0.6328125]
    storage[40] =  11'b10100010000; // [0.6328125]
    storage[41] =  11'b10100010000; // [0.6328125]
    storage[42] =  11'b10100011000; // [0.63671875]
    storage[43] =  11'b10100100000; // [0.640625]
    storage[44] =  11'b10100011000; // [0.63671875]
    storage[45] =  11'b10100010000; // [0.6328125]
    storage[46] =  11'b10100010000; // [0.6328125]
    storage[47] =  11'b10100001000; // [0.62890625]
    storage[48] =  11'b10100001000; // [0.62890625]
    storage[49] =  11'b10100000000; // [0.625]
    storage[50] =  11'b10100000000; // [0.625]
    storage[51] =  11'b10011110000; // [0.6171875]
    storage[52] =  11'b10011101000; // [0.61328125]
    storage[53] =  11'b10011100000; // [0.609375]
    storage[54] =  11'b10011011000; // [0.60546875]
    storage[55] =  11'b10010111000; // [0.58984375]
    storage[56] =  11'b10001111000; // [0.55859375]
    storage[57] =  11'b10010010000; // [0.5703125]
    storage[58] =  11'b10010101000; // [0.58203125]
    storage[59] =  11'b10010110000; // [0.5859375]
    storage[60] =  11'b10011000000; // [0.59375]
    storage[61] =  11'b10011011000; // [0.60546875]
    storage[62] =  11'b10011100000; // [0.609375]
    storage[63] =  11'b10011111000; // [0.62109375]
    storage[64] =  11'b10100001000; // [0.62890625]
    storage[65] =  11'b10100011000; // [0.63671875]
    storage[66] =  11'b10100100000; // [0.640625]
    storage[67] =  11'b10100100000; // [0.640625]
    storage[68] =  11'b10100101000; // [0.64453125]
    storage[69] =  11'b10100110000; // [0.6484375]
    storage[70] =  11'b10100110000; // [0.6484375]
    storage[71] =  11'b10100110000; // [0.6484375]
    storage[72] =  11'b10100110000; // [0.6484375]
    storage[73] =  11'b10100110000; // [0.6484375]
    storage[74] =  11'b10100101000; // [0.64453125]
    storage[75] =  11'b10100100000; // [0.640625]
    storage[76] =  11'b10100100000; // [0.640625]
    storage[77] =  11'b10100011000; // [0.63671875]
    storage[78] =  11'b10100001000; // [0.62890625]
    storage[79] =  11'b10011111000; // [0.62109375]
    storage[80] =  11'b10011110000; // [0.6171875]
    storage[81] =  11'b10011101000; // [0.61328125]
    storage[82] =  11'b10011100000; // [0.609375]
    storage[83] =  11'b10011001000; // [0.59765625]
    storage[84] =  11'b10010010000; // [0.5703125]
    storage[85] =  11'b10010101000; // [0.58203125]
    storage[86] =  11'b10010111000; // [0.58984375]
    storage[87] =  11'b10011001000; // [0.59765625]
    storage[88] =  11'b10011011000; // [0.60546875]
    storage[89] =  11'b10011110000; // [0.6171875]
    storage[90] =  11'b10011111000; // [0.62109375]
    storage[91] =  11'b10100001000; // [0.62890625]
    storage[92] =  11'b10100011000; // [0.63671875]
    storage[93] =  11'b10100101000; // [0.64453125]
    storage[94] =  11'b10100101000; // [0.64453125]
    storage[95] =  11'b10100110000; // [0.6484375]
    storage[96] =  11'b10100111000; // [0.65234375]
    storage[97] =  11'b10101001000; // [0.66015625]
    storage[98] =  11'b10101010000; // [0.6640625]
    storage[99] =  11'b10101001000; // [0.66015625]
    storage[100] =  11'b10101000000; // [0.65625]
    storage[101] =  11'b10100111000; // [0.65234375]
    storage[102] =  11'b10101000000; // [0.65625]
    storage[103] =  11'b10100101000; // [0.64453125]
    storage[104] =  11'b10100111000; // [0.65234375]
    storage[105] =  11'b10100110000; // [0.6484375]
    storage[106] =  11'b10100100000; // [0.640625]
    storage[107] =  11'b10100001000; // [0.62890625]
    storage[108] =  11'b10100000000; // [0.625]
    storage[109] =  11'b10011111000; // [0.62109375]
    storage[110] =  11'b10011101000; // [0.61328125]
    storage[111] =  11'b10011100000; // [0.609375]
    storage[112] =  11'b10010011000; // [0.57421875]
    storage[113] =  11'b10010110000; // [0.5859375]
    storage[114] =  11'b10011000000; // [0.59375]
    storage[115] =  11'b10011011000; // [0.60546875]
    storage[116] =  11'b10011101000; // [0.61328125]
    storage[117] =  11'b10011111000; // [0.62109375]
    storage[118] =  11'b10100001000; // [0.62890625]
    storage[119] =  11'b10100010000; // [0.6328125]
    storage[120] =  11'b10100101000; // [0.64453125]
    storage[121] =  11'b10100110000; // [0.6484375]
    storage[122] =  11'b10100111000; // [0.65234375]
    storage[123] =  11'b10101000000; // [0.65625]
    storage[124] =  11'b10101010000; // [0.6640625]
    storage[125] =  11'b10101100000; // [0.671875]
    storage[126] =  11'b10101100000; // [0.671875]
    storage[127] =  11'b10101011000; // [0.66796875]
    storage[128] =  11'b10101001000; // [0.66015625]
    storage[129] =  11'b10101000000; // [0.65625]
    storage[130] =  11'b10100111000; // [0.65234375]
    storage[131] =  11'b10100111000; // [0.65234375]
    storage[132] =  11'b10100110000; // [0.6484375]
    storage[133] =  11'b10100111000; // [0.65234375]
    storage[134] =  11'b10100110000; // [0.6484375]
    storage[135] =  11'b10100101000; // [0.64453125]
    storage[136] =  11'b10100010000; // [0.6328125]
    storage[137] =  11'b10100010000; // [0.6328125]
    storage[138] =  11'b10011111000; // [0.62109375]
    storage[139] =  11'b10011110000; // [0.6171875]
    storage[140] =  11'b10010100000; // [0.578125]
    storage[141] =  11'b10010110000; // [0.5859375]
    storage[142] =  11'b10011001000; // [0.59765625]
    storage[143] =  11'b10011100000; // [0.609375]
    storage[144] =  11'b10011111000; // [0.62109375]
    storage[145] =  11'b10100001000; // [0.62890625]
    storage[146] =  11'b10100011000; // [0.63671875]
    storage[147] =  11'b10100011000; // [0.63671875]
    storage[148] =  11'b10100111000; // [0.65234375]
    storage[149] =  11'b10101000000; // [0.65625]
    storage[150] =  11'b10101010000; // [0.6640625]
    storage[151] =  11'b10101010000; // [0.6640625]
    storage[152] =  11'b10101011000; // [0.66796875]
    storage[153] =  11'b10101100000; // [0.671875]
    storage[154] =  11'b10101101000; // [0.67578125]
    storage[155] =  11'b10101101000; // [0.67578125]
    storage[156] =  11'b10101100000; // [0.671875]
    storage[157] =  11'b10101010000; // [0.6640625]
    storage[158] =  11'b10100000000; // [0.625]
    storage[159] =  11'b10100010000; // [0.6328125]
    storage[160] =  11'b10101000000; // [0.65625]
    storage[161] =  11'b10101000000; // [0.65625]
    storage[162] =  11'b10100111000; // [0.65234375]
    storage[163] =  11'b10100101000; // [0.64453125]
    storage[164] =  11'b10100101000; // [0.64453125]
    storage[165] =  11'b10100100000; // [0.640625]
    storage[166] =  11'b10100001000; // [0.62890625]
    storage[167] =  11'b10011111000; // [0.62109375]
    storage[168] =  11'b10010110000; // [0.5859375]
    storage[169] =  11'b10011001000; // [0.59765625]
    storage[170] =  11'b10011011000; // [0.60546875]
    storage[171] =  11'b10011111000; // [0.62109375]
    storage[172] =  11'b10100001000; // [0.62890625]
    storage[173] =  11'b10100010000; // [0.6328125]
    storage[174] =  11'b10100101000; // [0.64453125]
    storage[175] =  11'b10100110000; // [0.6484375]
    storage[176] =  11'b10101000000; // [0.65625]
    storage[177] =  11'b10101010000; // [0.6640625]
    storage[178] =  11'b10101100000; // [0.671875]
    storage[179] =  11'b10101100000; // [0.671875]
    storage[180] =  11'b10101100000; // [0.671875]
    storage[181] =  11'b10101101000; // [0.67578125]
    storage[182] =  11'b10101110000; // [0.6796875]
    storage[183] =  11'b10101111000; // [0.68359375]
    storage[184] =  11'b10101110000; // [0.6796875]
    storage[185] =  11'b10001000000; // [0.53125]
    storage[186] =  11'b01000101000; // [0.26953125]
    storage[187] =  11'b01011101000; // [0.36328125]
    storage[188] =  11'b10100101000; // [0.64453125]
    storage[189] =  11'b10101010000; // [0.6640625]
    storage[190] =  11'b10101000000; // [0.65625]
    storage[191] =  11'b10101000000; // [0.65625]
    storage[192] =  11'b10100110000; // [0.6484375]
    storage[193] =  11'b10100110000; // [0.6484375]
    storage[194] =  11'b10100011000; // [0.63671875]
    storage[195] =  11'b10100001000; // [0.62890625]
    storage[196] =  11'b10011000000; // [0.59375]
    storage[197] =  11'b10011011000; // [0.60546875]
    storage[198] =  11'b10011101000; // [0.61328125]
    storage[199] =  11'b10100000000; // [0.625]
    storage[200] =  11'b10100011000; // [0.63671875]
    storage[201] =  11'b10100110000; // [0.6484375]
    storage[202] =  11'b10100110000; // [0.6484375]
    storage[203] =  11'b10101000000; // [0.65625]
    storage[204] =  11'b10101011000; // [0.66796875]
    storage[205] =  11'b10101100000; // [0.671875]
    storage[206] =  11'b10101101000; // [0.67578125]
    storage[207] =  11'b10101110000; // [0.6796875]
    storage[208] =  11'b10101111000; // [0.68359375]
    storage[209] =  11'b10101111000; // [0.68359375]
    storage[210] =  11'b10101111000; // [0.68359375]
    storage[211] =  11'b10110000000; // [0.6875]
    storage[212] =  11'b10011011000; // [0.60546875]
    storage[213] =  11'b00111010000; // [0.2265625]
    storage[214] =  11'b00101010000; // [0.1640625]
    storage[215] =  11'b01000101000; // [0.26953125]
    storage[216] =  11'b10100101000; // [0.64453125]
    storage[217] =  11'b10101100000; // [0.671875]
    storage[218] =  11'b10101011000; // [0.66796875]
    storage[219] =  11'b10101001000; // [0.66015625]
    storage[220] =  11'b10101001000; // [0.66015625]
    storage[221] =  11'b10101000000; // [0.65625]
    storage[222] =  11'b10100110000; // [0.6484375]
    storage[223] =  11'b10100011000; // [0.63671875]
    storage[224] =  11'b10011010000; // [0.6015625]
    storage[225] =  11'b10011101000; // [0.61328125]
    storage[226] =  11'b10100000000; // [0.625]
    storage[227] =  11'b10100010000; // [0.6328125]
    storage[228] =  11'b10100100000; // [0.640625]
    storage[229] =  11'b10100110000; // [0.6484375]
    storage[230] =  11'b10101000000; // [0.65625]
    storage[231] =  11'b10101001000; // [0.66015625]
    storage[232] =  11'b10101101000; // [0.67578125]
    storage[233] =  11'b10101110000; // [0.6796875]
    storage[234] =  11'b10101110000; // [0.6796875]
    storage[235] =  11'b10110000000; // [0.6875]
    storage[236] =  11'b10110010000; // [0.6953125]
    storage[237] =  11'b10110010000; // [0.6953125]
    storage[238] =  11'b10110001000; // [0.69140625]
    storage[239] =  11'b10101111000; // [0.68359375]
    storage[240] =  11'b01110000000; // [0.4375]
    storage[241] =  11'b00101001000; // [0.16015625]
    storage[242] =  11'b00100111000; // [0.15234375]
    storage[243] =  11'b01010110000; // [0.3359375]
    storage[244] =  11'b10101001000; // [0.66015625]
    storage[245] =  11'b10101101000; // [0.67578125]
    storage[246] =  11'b10101100000; // [0.671875]
    storage[247] =  11'b10101011000; // [0.66796875]
    storage[248] =  11'b10101010000; // [0.6640625]
    storage[249] =  11'b10101000000; // [0.65625]
    storage[250] =  11'b10101000000; // [0.65625]
    storage[251] =  11'b10100100000; // [0.640625]
    storage[252] =  11'b10011100000; // [0.609375]
    storage[253] =  11'b10011110000; // [0.6171875]
    storage[254] =  11'b10100001000; // [0.62890625]
    storage[255] =  11'b10100011000; // [0.63671875]
    storage[256] =  11'b10100110000; // [0.6484375]
    storage[257] =  11'b10101000000; // [0.65625]
    storage[258] =  11'b10101010000; // [0.6640625]
    storage[259] =  11'b10101100000; // [0.671875]
    storage[260] =  11'b10101110000; // [0.6796875]
    storage[261] =  11'b10101111000; // [0.68359375]
    storage[262] =  11'b10110000000; // [0.6875]
    storage[263] =  11'b10110001000; // [0.69140625]
    storage[264] =  11'b10110010000; // [0.6953125]
    storage[265] =  11'b10110010000; // [0.6953125]
    storage[266] =  11'b10110001000; // [0.69140625]
    storage[267] =  11'b10100101000; // [0.64453125]
    storage[268] =  11'b01000001000; // [0.25390625]
    storage[269] =  11'b00100110000; // [0.1484375]
    storage[270] =  11'b00100111000; // [0.15234375]
    storage[271] =  11'b01101010000; // [0.4140625]
    storage[272] =  11'b10101101000; // [0.67578125]
    storage[273] =  11'b10101101000; // [0.67578125]
    storage[274] =  11'b10101100000; // [0.671875]
    storage[275] =  11'b10101100000; // [0.671875]
    storage[276] =  11'b10101010000; // [0.6640625]
    storage[277] =  11'b10101001000; // [0.66015625]
    storage[278] =  11'b10100110000; // [0.6484375]
    storage[279] =  11'b10100101000; // [0.64453125]
    storage[280] =  11'b10011100000; // [0.609375]
    storage[281] =  11'b10011111000; // [0.62109375]
    storage[282] =  11'b10100001000; // [0.62890625]
    storage[283] =  11'b10100100000; // [0.640625]
    storage[284] =  11'b10100111000; // [0.65234375]
    storage[285] =  11'b10101000000; // [0.65625]
    storage[286] =  11'b10101001000; // [0.66015625]
    storage[287] =  11'b10101100000; // [0.671875]
    storage[288] =  11'b10101110000; // [0.6796875]
    storage[289] =  11'b10110000000; // [0.6875]
    storage[290] =  11'b10110001000; // [0.69140625]
    storage[291] =  11'b10110010000; // [0.6953125]
    storage[292] =  11'b10110010000; // [0.6953125]
    storage[293] =  11'b10110011000; // [0.69921875]
    storage[294] =  11'b10101110000; // [0.6796875]
    storage[295] =  11'b01110111000; // [0.46484375]
    storage[296] =  11'b00101100000; // [0.171875]
    storage[297] =  11'b00100110000; // [0.1484375]
    storage[298] =  11'b00101011000; // [0.16796875]
    storage[299] =  11'b01111111000; // [0.49609375]
    storage[300] =  11'b10101110000; // [0.6796875]
    storage[301] =  11'b10101101000; // [0.67578125]
    storage[302] =  11'b10101101000; // [0.67578125]
    storage[303] =  11'b10101100000; // [0.671875]
    storage[304] =  11'b10101010000; // [0.6640625]
    storage[305] =  11'b10101000000; // [0.65625]
    storage[306] =  11'b10100111000; // [0.65234375]
    storage[307] =  11'b10100101000; // [0.64453125]
    storage[308] =  11'b10011101000; // [0.61328125]
    storage[309] =  11'b10011111000; // [0.62109375]
    storage[310] =  11'b10100010000; // [0.6328125]
    storage[311] =  11'b10100100000; // [0.640625]
    storage[312] =  11'b10100111000; // [0.65234375]
    storage[313] =  11'b10101010000; // [0.6640625]
    storage[314] =  11'b10101011000; // [0.66796875]
    storage[315] =  11'b10101100000; // [0.671875]
    storage[316] =  11'b10101110000; // [0.6796875]
    storage[317] =  11'b10110001000; // [0.69140625]
    storage[318] =  11'b10110010000; // [0.6953125]
    storage[319] =  11'b10110010000; // [0.6953125]
    storage[320] =  11'b10110100000; // [0.703125]
    storage[321] =  11'b10110011000; // [0.69921875]
    storage[322] =  11'b10000110000; // [0.5234375]
    storage[323] =  11'b00110110000; // [0.2109375]
    storage[324] =  11'b00101111000; // [0.18359375]
    storage[325] =  11'b00101100000; // [0.171875]
    storage[326] =  11'b00110001000; // [0.19140625]
    storage[327] =  11'b10010100000; // [0.578125]
    storage[328] =  11'b10101111000; // [0.68359375]
    storage[329] =  11'b10101110000; // [0.6796875]
    storage[330] =  11'b10101110000; // [0.6796875]
    storage[331] =  11'b10101100000; // [0.671875]
    storage[332] =  11'b10101011000; // [0.66796875]
    storage[333] =  11'b10101001000; // [0.66015625]
    storage[334] =  11'b10101000000; // [0.65625]
    storage[335] =  11'b10100111000; // [0.65234375]
    storage[336] =  11'b10011100000; // [0.609375]
    storage[337] =  11'b10100000000; // [0.625]
    storage[338] =  11'b10100011000; // [0.63671875]
    storage[339] =  11'b10100101000; // [0.64453125]
    storage[340] =  11'b10101000000; // [0.65625]
    storage[341] =  11'b10101011000; // [0.66796875]
    storage[342] =  11'b10101100000; // [0.671875]
    storage[343] =  11'b10101110000; // [0.6796875]
    storage[344] =  11'b10110000000; // [0.6875]
    storage[345] =  11'b10110011000; // [0.69921875]
    storage[346] =  11'b10110100000; // [0.703125]
    storage[347] =  11'b10110100000; // [0.703125]
    storage[348] =  11'b10110011000; // [0.69921875]
    storage[349] =  11'b10001001000; // [0.53515625]
    storage[350] =  11'b00111100000; // [0.234375]
    storage[351] =  11'b00110001000; // [0.19140625]
    storage[352] =  11'b01100011000; // [0.38671875]
    storage[353] =  11'b00110100000; // [0.203125]
    storage[354] =  11'b00111010000; // [0.2265625]
    storage[355] =  11'b10100001000; // [0.62890625]
    storage[356] =  11'b10110000000; // [0.6875]
    storage[357] =  11'b10110000000; // [0.6875]
    storage[358] =  11'b10101110000; // [0.6796875]
    storage[359] =  11'b10101101000; // [0.67578125]
    storage[360] =  11'b10101100000; // [0.671875]
    storage[361] =  11'b10101011000; // [0.66796875]
    storage[362] =  11'b10101000000; // [0.65625]
    storage[363] =  11'b10100110000; // [0.6484375]
    storage[364] =  11'b10011101000; // [0.61328125]
    storage[365] =  11'b10100000000; // [0.625]
    storage[366] =  11'b10100011000; // [0.63671875]
    storage[367] =  11'b10100101000; // [0.64453125]
    storage[368] =  11'b10101001000; // [0.66015625]
    storage[369] =  11'b10101011000; // [0.66796875]
    storage[370] =  11'b10101101000; // [0.67578125]
    storage[371] =  11'b10101111000; // [0.68359375]
    storage[372] =  11'b10110001000; // [0.69140625]
    storage[373] =  11'b10110010000; // [0.6953125]
    storage[374] =  11'b10110011000; // [0.69921875]
    storage[375] =  11'b10110010000; // [0.6953125]
    storage[376] =  11'b10000111000; // [0.52734375]
    storage[377] =  11'b00111110000; // [0.2421875]
    storage[378] =  11'b00110001000; // [0.19140625]
    storage[379] =  11'b01101000000; // [0.40625]
    storage[380] =  11'b10001101000; // [0.55078125]
    storage[381] =  11'b00110010000; // [0.1953125]
    storage[382] =  11'b01000000000; // [0.25]
    storage[383] =  11'b10100101000; // [0.64453125]
    storage[384] =  11'b10110001000; // [0.69140625]
    storage[385] =  11'b10110000000; // [0.6875]
    storage[386] =  11'b10101110000; // [0.6796875]
    storage[387] =  11'b10101101000; // [0.67578125]
    storage[388] =  11'b10101011000; // [0.66796875]
    storage[389] =  11'b10101010000; // [0.6640625]
    storage[390] =  11'b10101000000; // [0.65625]
    storage[391] =  11'b10100110000; // [0.6484375]
    storage[392] =  11'b10011110000; // [0.6171875]
    storage[393] =  11'b10100000000; // [0.625]
    storage[394] =  11'b10100011000; // [0.63671875]
    storage[395] =  11'b10100101000; // [0.64453125]
    storage[396] =  11'b10101000000; // [0.65625]
    storage[397] =  11'b10101011000; // [0.66796875]
    storage[398] =  11'b10101101000; // [0.67578125]
    storage[399] =  11'b10101110000; // [0.6796875]
    storage[400] =  11'b10110001000; // [0.69140625]
    storage[401] =  11'b10110010000; // [0.6953125]
    storage[402] =  11'b10110010000; // [0.6953125]
    storage[403] =  11'b10010001000; // [0.56640625]
    storage[404] =  11'b00111110000; // [0.2421875]
    storage[405] =  11'b00110001000; // [0.19140625]
    storage[406] =  11'b01011100000; // [0.359375]
    storage[407] =  11'b10100111000; // [0.65234375]
    storage[408] =  11'b01111110000; // [0.4921875]
    storage[409] =  11'b00101110000; // [0.1796875]
    storage[410] =  11'b01000101000; // [0.26953125]
    storage[411] =  11'b10100111000; // [0.65234375]
    storage[412] =  11'b10110001000; // [0.69140625]
    storage[413] =  11'b10101111000; // [0.68359375]
    storage[414] =  11'b10101111000; // [0.68359375]
    storage[415] =  11'b10101100000; // [0.671875]
    storage[416] =  11'b10101011000; // [0.66796875]
    storage[417] =  11'b10101001000; // [0.66015625]
    storage[418] =  11'b10100111000; // [0.65234375]
    storage[419] =  11'b10100110000; // [0.6484375]
    storage[420] =  11'b10011110000; // [0.6171875]
    storage[421] =  11'b10100001000; // [0.62890625]
    storage[422] =  11'b10100100000; // [0.640625]
    storage[423] =  11'b10100101000; // [0.64453125]
    storage[424] =  11'b10100111000; // [0.65234375]
    storage[425] =  11'b10101010000; // [0.6640625]
    storage[426] =  11'b10101100000; // [0.671875]
    storage[427] =  11'b10101110000; // [0.6796875]
    storage[428] =  11'b10110000000; // [0.6875]
    storage[429] =  11'b10110001000; // [0.69140625]
    storage[430] =  11'b10110010000; // [0.6953125]
    storage[431] =  11'b01111100000; // [0.484375]
    storage[432] =  11'b00111010000; // [0.2265625]
    storage[433] =  11'b01011111000; // [0.37109375]
    storage[434] =  11'b10100110000; // [0.6484375]
    storage[435] =  11'b10110001000; // [0.69140625]
    storage[436] =  11'b01110111000; // [0.46484375]
    storage[437] =  11'b00101111000; // [0.18359375]
    storage[438] =  11'b01010101000; // [0.33203125]
    storage[439] =  11'b10101100000; // [0.671875]
    storage[440] =  11'b10110001000; // [0.69140625]
    storage[441] =  11'b10110001000; // [0.69140625]
    storage[442] =  11'b10110000000; // [0.6875]
    storage[443] =  11'b10101110000; // [0.6796875]
    storage[444] =  11'b10101101000; // [0.67578125]
    storage[445] =  11'b10101010000; // [0.6640625]
    storage[446] =  11'b10101000000; // [0.65625]
    storage[447] =  11'b10100111000; // [0.65234375]
    storage[448] =  11'b10011110000; // [0.6171875]
    storage[449] =  11'b10100001000; // [0.62890625]
    storage[450] =  11'b10100101000; // [0.64453125]
    storage[451] =  11'b10100110000; // [0.6484375]
    storage[452] =  11'b10101001000; // [0.66015625]
    storage[453] =  11'b10101011000; // [0.66796875]
    storage[454] =  11'b10101100000; // [0.671875]
    storage[455] =  11'b10101110000; // [0.6796875]
    storage[456] =  11'b10110000000; // [0.6875]
    storage[457] =  11'b10110001000; // [0.69140625]
    storage[458] =  11'b10110010000; // [0.6953125]
    storage[459] =  11'b10101010000; // [0.6640625]
    storage[460] =  11'b10010000000; // [0.5625]
    storage[461] =  11'b10101010000; // [0.6640625]
    storage[462] =  11'b10110010000; // [0.6953125]
    storage[463] =  11'b10110010000; // [0.6953125]
    storage[464] =  11'b01110110000; // [0.4609375]
    storage[465] =  11'b00110001000; // [0.19140625]
    storage[466] =  11'b01101010000; // [0.4140625]
    storage[467] =  11'b10110010000; // [0.6953125]
    storage[468] =  11'b10110001000; // [0.69140625]
    storage[469] =  11'b10110001000; // [0.69140625]
    storage[470] =  11'b10110000000; // [0.6875]
    storage[471] =  11'b10101110000; // [0.6796875]
    storage[472] =  11'b10101100000; // [0.671875]
    storage[473] =  11'b10101010000; // [0.6640625]
    storage[474] =  11'b10101001000; // [0.66015625]
    storage[475] =  11'b10100110000; // [0.6484375]
    storage[476] =  11'b10011110000; // [0.6171875]
    storage[477] =  11'b10100001000; // [0.62890625]
    storage[478] =  11'b10100011000; // [0.63671875]
    storage[479] =  11'b10100111000; // [0.65234375]
    storage[480] =  11'b10101001000; // [0.66015625]
    storage[481] =  11'b10101100000; // [0.671875]
    storage[482] =  11'b10101101000; // [0.67578125]
    storage[483] =  11'b10101110000; // [0.6796875]
    storage[484] =  11'b10110000000; // [0.6875]
    storage[485] =  11'b10110010000; // [0.6953125]
    storage[486] =  11'b10110011000; // [0.69921875]
    storage[487] =  11'b10110010000; // [0.6953125]
    storage[488] =  11'b10110010000; // [0.6953125]
    storage[489] =  11'b10110011000; // [0.69921875]
    storage[490] =  11'b10110010000; // [0.6953125]
    storage[491] =  11'b10110001000; // [0.69140625]
    storage[492] =  11'b01110100000; // [0.453125]
    storage[493] =  11'b00110011000; // [0.19921875]
    storage[494] =  11'b01111101000; // [0.48828125]
    storage[495] =  11'b10110010000; // [0.6953125]
    storage[496] =  11'b10110011000; // [0.69921875]
    storage[497] =  11'b10110001000; // [0.69140625]
    storage[498] =  11'b10110000000; // [0.6875]
    storage[499] =  11'b10101110000; // [0.6796875]
    storage[500] =  11'b10101100000; // [0.671875]
    storage[501] =  11'b10101010000; // [0.6640625]
    storage[502] =  11'b10101000000; // [0.65625]
    storage[503] =  11'b10100110000; // [0.6484375]
    storage[504] =  11'b10011110000; // [0.6171875]
    storage[505] =  11'b10100000000; // [0.625]
    storage[506] =  11'b10100010000; // [0.6328125]
    storage[507] =  11'b10100101000; // [0.64453125]
    storage[508] =  11'b10101000000; // [0.65625]
    storage[509] =  11'b10101011000; // [0.66796875]
    storage[510] =  11'b10101101000; // [0.67578125]
    storage[511] =  11'b10101111000; // [0.68359375]
    storage[512] =  11'b10110000000; // [0.6875]
    storage[513] =  11'b10110010000; // [0.6953125]
    storage[514] =  11'b10110011000; // [0.69921875]
    storage[515] =  11'b10110011000; // [0.69921875]
    storage[516] =  11'b10110010000; // [0.6953125]
    storage[517] =  11'b10110010000; // [0.6953125]
    storage[518] =  11'b10110010000; // [0.6953125]
    storage[519] =  11'b10110000000; // [0.6875]
    storage[520] =  11'b01101011000; // [0.41796875]
    storage[521] =  11'b00110100000; // [0.203125]
    storage[522] =  11'b10000100000; // [0.515625]
    storage[523] =  11'b10110000000; // [0.6875]
    storage[524] =  11'b10110000000; // [0.6875]
    storage[525] =  11'b10110001000; // [0.69140625]
    storage[526] =  11'b10110000000; // [0.6875]
    storage[527] =  11'b10101101000; // [0.67578125]
    storage[528] =  11'b10101011000; // [0.66796875]
    storage[529] =  11'b10101000000; // [0.65625]
    storage[530] =  11'b10100111000; // [0.65234375]
    storage[531] =  11'b10100111000; // [0.65234375]
    storage[532] =  11'b10011110000; // [0.6171875]
    storage[533] =  11'b10100000000; // [0.625]
    storage[534] =  11'b10100011000; // [0.63671875]
    storage[535] =  11'b10100101000; // [0.64453125]
    storage[536] =  11'b10100111000; // [0.65234375]
    storage[537] =  11'b10101010000; // [0.6640625]
    storage[538] =  11'b10101100000; // [0.671875]
    storage[539] =  11'b10101110000; // [0.6796875]
    storage[540] =  11'b10101110000; // [0.6796875]
    storage[541] =  11'b10110000000; // [0.6875]
    storage[542] =  11'b10110010000; // [0.6953125]
    storage[543] =  11'b10110010000; // [0.6953125]
    storage[544] =  11'b10110010000; // [0.6953125]
    storage[545] =  11'b10110001000; // [0.69140625]
    storage[546] =  11'b10110001000; // [0.69140625]
    storage[547] =  11'b10110000000; // [0.6875]
    storage[548] =  11'b01100011000; // [0.38671875]
    storage[549] =  11'b00110011000; // [0.19921875]
    storage[550] =  11'b10001000000; // [0.53125]
    storage[551] =  11'b10101111000; // [0.68359375]
    storage[552] =  11'b10101111000; // [0.68359375]
    storage[553] =  11'b10101111000; // [0.68359375]
    storage[554] =  11'b10101110000; // [0.6796875]
    storage[555] =  11'b10101100000; // [0.671875]
    storage[556] =  11'b10101001000; // [0.66015625]
    storage[557] =  11'b10101000000; // [0.65625]
    storage[558] =  11'b10100111000; // [0.65234375]
    storage[559] =  11'b10100100000; // [0.640625]
    storage[560] =  11'b10011100000; // [0.609375]
    storage[561] =  11'b10011111000; // [0.62109375]
    storage[562] =  11'b10100010000; // [0.6328125]
    storage[563] =  11'b10100011000; // [0.63671875]
    storage[564] =  11'b10100110000; // [0.6484375]
    storage[565] =  11'b10101010000; // [0.6640625]
    storage[566] =  11'b10101100000; // [0.671875]
    storage[567] =  11'b10101101000; // [0.67578125]
    storage[568] =  11'b10101101000; // [0.67578125]
    storage[569] =  11'b10101110000; // [0.6796875]
    storage[570] =  11'b10101111000; // [0.68359375]
    storage[571] =  11'b10110001000; // [0.69140625]
    storage[572] =  11'b10110001000; // [0.69140625]
    storage[573] =  11'b10110001000; // [0.69140625]
    storage[574] =  11'b10110000000; // [0.6875]
    storage[575] =  11'b10101100000; // [0.671875]
    storage[576] =  11'b01011001000; // [0.34765625]
    storage[577] =  11'b00110010000; // [0.1953125]
    storage[578] =  11'b10000110000; // [0.5234375]
    storage[579] =  11'b10101110000; // [0.6796875]
    storage[580] =  11'b10101110000; // [0.6796875]
    storage[581] =  11'b10101101000; // [0.67578125]
    storage[582] =  11'b10101100000; // [0.671875]
    storage[583] =  11'b10101010000; // [0.6640625]
    storage[584] =  11'b10101000000; // [0.65625]
    storage[585] =  11'b10100111000; // [0.65234375]
    storage[586] =  11'b10100110000; // [0.6484375]
    storage[587] =  11'b10100010000; // [0.6328125]
    storage[588] =  11'b10011010000; // [0.6015625]
    storage[589] =  11'b10011101000; // [0.61328125]
    storage[590] =  11'b10100000000; // [0.625]
    storage[591] =  11'b10100010000; // [0.6328125]
    storage[592] =  11'b10100100000; // [0.640625]
    storage[593] =  11'b10101000000; // [0.65625]
    storage[594] =  11'b10101001000; // [0.66015625]
    storage[595] =  11'b10101010000; // [0.6640625]
    storage[596] =  11'b10101100000; // [0.671875]
    storage[597] =  11'b10101101000; // [0.67578125]
    storage[598] =  11'b10101110000; // [0.6796875]
    storage[599] =  11'b10101111000; // [0.68359375]
    storage[600] =  11'b10101111000; // [0.68359375]
    storage[601] =  11'b10101111000; // [0.68359375]
    storage[602] =  11'b10101110000; // [0.6796875]
    storage[603] =  11'b10101001000; // [0.66015625]
    storage[604] =  11'b01010110000; // [0.3359375]
    storage[605] =  11'b00110010000; // [0.1953125]
    storage[606] =  11'b10000110000; // [0.5234375]
    storage[607] =  11'b10101100000; // [0.671875]
    storage[608] =  11'b10101100000; // [0.671875]
    storage[609] =  11'b10101100000; // [0.671875]
    storage[610] =  11'b10101011000; // [0.66796875]
    storage[611] =  11'b10101000000; // [0.65625]
    storage[612] =  11'b10100111000; // [0.65234375]
    storage[613] =  11'b10100110000; // [0.6484375]
    storage[614] =  11'b10100011000; // [0.63671875]
    storage[615] =  11'b10100001000; // [0.62890625]
    storage[616] =  11'b10011001000; // [0.59765625]
    storage[617] =  11'b10011100000; // [0.609375]
    storage[618] =  11'b10011111000; // [0.62109375]
    storage[619] =  11'b10100001000; // [0.62890625]
    storage[620] =  11'b10100011000; // [0.63671875]
    storage[621] =  11'b10100110000; // [0.6484375]
    storage[622] =  11'b10100111000; // [0.65234375]
    storage[623] =  11'b10101000000; // [0.65625]
    storage[624] =  11'b10101011000; // [0.66796875]
    storage[625] =  11'b10101100000; // [0.671875]
    storage[626] =  11'b10101101000; // [0.67578125]
    storage[627] =  11'b10101101000; // [0.67578125]
    storage[628] =  11'b10101110000; // [0.6796875]
    storage[629] =  11'b10101101000; // [0.67578125]
    storage[630] =  11'b10101100000; // [0.671875]
    storage[631] =  11'b10100100000; // [0.640625]
    storage[632] =  11'b01001001000; // [0.28515625]
    storage[633] =  11'b00110000000; // [0.1875]
    storage[634] =  11'b01111010000; // [0.4765625]
    storage[635] =  11'b10101010000; // [0.6640625]
    storage[636] =  11'b10101010000; // [0.6640625]
    storage[637] =  11'b10101001000; // [0.66015625]
    storage[638] =  11'b10101000000; // [0.65625]
    storage[639] =  11'b10100111000; // [0.65234375]
    storage[640] =  11'b10100110000; // [0.6484375]
    storage[641] =  11'b10100100000; // [0.640625]
    storage[642] =  11'b10100001000; // [0.62890625]
    storage[643] =  11'b10011111000; // [0.62109375]
    storage[644] =  11'b10011000000; // [0.59375]
    storage[645] =  11'b10011011000; // [0.60546875]
    storage[646] =  11'b10011101000; // [0.61328125]
    storage[647] =  11'b10100000000; // [0.625]
    storage[648] =  11'b10100010000; // [0.6328125]
    storage[649] =  11'b10100010000; // [0.6328125]
    storage[650] =  11'b10100101000; // [0.64453125]
    storage[651] =  11'b10100111000; // [0.65234375]
    storage[652] =  11'b10101001000; // [0.66015625]
    storage[653] =  11'b10101011000; // [0.66796875]
    storage[654] =  11'b10101011000; // [0.66796875]
    storage[655] =  11'b10101100000; // [0.671875]
    storage[656] =  11'b10101100000; // [0.671875]
    storage[657] =  11'b10101010000; // [0.6640625]
    storage[658] =  11'b10101001000; // [0.66015625]
    storage[659] =  11'b10100000000; // [0.625]
    storage[660] =  11'b01000111000; // [0.27734375]
    storage[661] =  11'b00101101000; // [0.17578125]
    storage[662] =  11'b01110011000; // [0.44921875]
    storage[663] =  11'b10100100000; // [0.640625]
    storage[664] =  11'b10100011000; // [0.63671875]
    storage[665] =  11'b10100010000; // [0.6328125]
    storage[666] =  11'b10100101000; // [0.64453125]
    storage[667] =  11'b10100100000; // [0.640625]
    storage[668] =  11'b10100011000; // [0.63671875]
    storage[669] =  11'b10100010000; // [0.6328125]
    storage[670] =  11'b10100000000; // [0.625]
    storage[671] =  11'b10011110000; // [0.6171875]
    storage[672] =  11'b10010110000; // [0.5859375]
    storage[673] =  11'b10011010000; // [0.6015625]
    storage[674] =  11'b10011011000; // [0.60546875]
    storage[675] =  11'b10011110000; // [0.6171875]
    storage[676] =  11'b10100000000; // [0.625]
    storage[677] =  11'b10100011000; // [0.63671875]
    storage[678] =  11'b10100010000; // [0.6328125]
    storage[679] =  11'b10100101000; // [0.64453125]
    storage[680] =  11'b10100111000; // [0.65234375]
    storage[681] =  11'b10101001000; // [0.66015625]
    storage[682] =  11'b10101011000; // [0.66796875]
    storage[683] =  11'b10101011000; // [0.66796875]
    storage[684] =  11'b10100111000; // [0.65234375]
    storage[685] =  11'b01110111000; // [0.46484375]
    storage[686] =  11'b01100101000; // [0.39453125]
    storage[687] =  11'b01011001000; // [0.34765625]
    storage[688] =  11'b00101111000; // [0.18359375]
    storage[689] =  11'b00101011000; // [0.16796875]
    storage[690] =  11'b01000111000; // [0.27734375]
    storage[691] =  11'b01011100000; // [0.359375]
    storage[692] =  11'b01010100000; // [0.328125]
    storage[693] =  11'b01011000000; // [0.34375]
    storage[694] =  11'b10001101000; // [0.55078125]
    storage[695] =  11'b10100001000; // [0.62890625]
    storage[696] =  11'b10100001000; // [0.62890625]
    storage[697] =  11'b10100000000; // [0.625]
    storage[698] =  11'b10011101000; // [0.61328125]
    storage[699] =  11'b10011011000; // [0.60546875]
    storage[700] =  11'b10010101000; // [0.58203125]
    storage[701] =  11'b10010111000; // [0.58984375]
    storage[702] =  11'b10011010000; // [0.6015625]
    storage[703] =  11'b10011100000; // [0.609375]
    storage[704] =  11'b10011111000; // [0.62109375]
    storage[705] =  11'b10100000000; // [0.625]
    storage[706] =  11'b10100010000; // [0.6328125]
    storage[707] =  11'b10100011000; // [0.63671875]
    storage[708] =  11'b10100101000; // [0.64453125]
    storage[709] =  11'b10100110000; // [0.6484375]
    storage[710] =  11'b10101000000; // [0.65625]
    storage[711] =  11'b10101000000; // [0.65625]
    storage[712] =  11'b10011000000; // [0.59375]
    storage[713] =  11'b01000000000; // [0.25]
    storage[714] =  11'b00101101000; // [0.17578125]
    storage[715] =  11'b00101001000; // [0.16015625]
    storage[716] =  11'b00101001000; // [0.16015625]
    storage[717] =  11'b00101100000; // [0.171875]
    storage[718] =  11'b00101110000; // [0.1796875]
    storage[719] =  11'b00101110000; // [0.1796875]
    storage[720] =  11'b00101111000; // [0.18359375]
    storage[721] =  11'b00110100000; // [0.203125]
    storage[722] =  11'b01100010000; // [0.3828125]
    storage[723] =  11'b10011111000; // [0.62109375]
    storage[724] =  11'b10100000000; // [0.625]
    storage[725] =  11'b10011101000; // [0.61328125]
    storage[726] =  11'b10011011000; // [0.60546875]
    storage[727] =  11'b10011001000; // [0.59765625]
    storage[728] =  11'b10010011000; // [0.57421875]
    storage[729] =  11'b10010110000; // [0.5859375]
    storage[730] =  11'b10011000000; // [0.59375]
    storage[731] =  11'b10011010000; // [0.6015625]
    storage[732] =  11'b10011101000; // [0.61328125]
    storage[733] =  11'b10011111000; // [0.62109375]
    storage[734] =  11'b10100000000; // [0.625]
    storage[735] =  11'b10100010000; // [0.6328125]
    storage[736] =  11'b10100011000; // [0.63671875]
    storage[737] =  11'b10100100000; // [0.640625]
    storage[738] =  11'b10100110000; // [0.6484375]
    storage[739] =  11'b10100111000; // [0.65234375]
    storage[740] =  11'b10010100000; // [0.578125]
    storage[741] =  11'b00111110000; // [0.2421875]
    storage[742] =  11'b00101101000; // [0.17578125]
    storage[743] =  11'b00110001000; // [0.19140625]
    storage[744] =  11'b00110101000; // [0.20703125]
    storage[745] =  11'b00110001000; // [0.19140625]
    storage[746] =  11'b00110000000; // [0.1875]
    storage[747] =  11'b00111001000; // [0.22265625]
    storage[748] =  11'b00111111000; // [0.24609375]
    storage[749] =  11'b01001011000; // [0.29296875]
    storage[750] =  11'b01111001000; // [0.47265625]
    storage[751] =  11'b10011111000; // [0.62109375]
    storage[752] =  11'b10011110000; // [0.6171875]
    storage[753] =  11'b10011011000; // [0.60546875]
    storage[754] =  11'b10011000000; // [0.59375]
    storage[755] =  11'b10010111000; // [0.58984375]
    storage[756] =  11'b10010010000; // [0.5703125]
    storage[757] =  11'b10010101000; // [0.58203125]
    storage[758] =  11'b10010111000; // [0.58984375]
    storage[759] =  11'b10011001000; // [0.59765625]
    storage[760] =  11'b10011011000; // [0.60546875]
    storage[761] =  11'b10011100000; // [0.609375]
    storage[762] =  11'b10011111000; // [0.62109375]
    storage[763] =  11'b10100000000; // [0.625]
    storage[764] =  11'b10100001000; // [0.62890625]
    storage[765] =  11'b10100010000; // [0.6328125]
    storage[766] =  11'b10100100000; // [0.640625]
    storage[767] =  11'b10100100000; // [0.640625]
    storage[768] =  11'b10011001000; // [0.59765625]
    storage[769] =  11'b01101000000; // [0.40625]
    storage[770] =  11'b01101100000; // [0.421875]
    storage[771] =  11'b10000011000; // [0.51171875]
    storage[772] =  11'b10001101000; // [0.55078125]
    storage[773] =  11'b01111010000; // [0.4765625]
    storage[774] =  11'b01111101000; // [0.48828125]
    storage[775] =  11'b10001111000; // [0.55859375]
    storage[776] =  11'b10010100000; // [0.578125]
    storage[777] =  11'b10011000000; // [0.59375]
    storage[778] =  11'b10011101000; // [0.61328125]
    storage[779] =  11'b10011101000; // [0.61328125]
    storage[780] =  11'b10011011000; // [0.60546875]
    storage[781] =  11'b10011001000; // [0.59765625]
    storage[782] =  11'b10010111000; // [0.58984375]
    storage[783] =  11'b10010110000; // [0.5859375]
end
endmodule

image

kangliyu1 commented 2 years ago

num_conv variable in r05_verilog_generator_neural_net_structure.py file only regulate how many computational blocks will be generated in verilog code. Structure of neural net in this project always the same.

thank you for your reply! ! ! What do you mean by computational blocks here? Does it mean the number of convolutional blocks? The more computational blocks, the faster the calculation, right? In the current verilog/code/neuroset verilog, it seems that the neural network architecture of Figure 1 cannot be seen. For example, maxpooling is only called once in TOP, but maxpooling is used 3 times in the architecture of Figure 1. fig:1 image fig:2 image

kangliyu1 commented 2 years ago

num_conv variable in r05_verilog_generator_neural_net_structure.py file only regulate how many computational blocks will be generated in verilog code. Structure of neural net in this project always the same.

@ZFTurbo Hello! After reading your paper, I still have a few questions I want to ask you

  1. I did not see the comparison of the hardware and software implementation results of the neural network architecture in your paper (such as the speed comparison), I am curious about it, and I found that after running python r01_train_neural_net_and_prepare_initial_weights.py Accuracy: 84.97% ,However, what is marked in the code is Accuracy: 97.39% as shown in Figure 2. Is there any way to improve Accuracy?
  2. What is the maximum value that num_conv can give when FPGA resources are sufficient? If num_conv gives a large amount, how much will the speed increase? Hope you can give some pointers, thank you very much! ! fig:1 image fig2: image
ECEVLSIWorld commented 1 year ago

After using convert_image_for_testbench.py did you replace image in testbench.v file? Can you upload your version of testbench.v? @ZFTurbo Yes, I replaced the storage part of the initial in the testbench For example, the following display "// Answer: 1", the result should be 1, but the result is 2 However, after the storage data generated in the following figure 1 is simulated, the all result is equal to "a" And so far no simulation correct image data has been found in the data generated by convert_image_for_testbench.py. I'm very confused about this, I don't know where the problem is, I hope you can give pointers, thank you very much fig:1 image

testbench.v

module test();
parameter SIZE=12;
  reg clk;
  reg GO;
  reg signed [SIZE-1:0] storage [0:783]; 

  reg we_database;
  reg [SIZE-1:0] dp_database;
  reg [12:0] address_p_database;

  reg [9:0] x;
  wire STOP;
  wire [3:0] RESULT;
  TOP TOP(
  .clk                    (clk),
  .GO                     (GO),
  .RESULT                 (RESULT),
  .we_database            (we_database), 
  .dp_database            (dp_database), 
  .address_p_database     (address_p_database-1'b1),
  .STOP                   (STOP)
  );
initial begin
  clk=0;
  address_p_database=0;
  x=0;
  we_database=1;
  #200 GO=1;
end
always #10  clk=~clk;
always @(posedge clk)
  begin
      if (we_database)
      begin
          if (address_p_database<=783) 
              begin
                      dp_database = storage[address_p_database];
                      address_p_database=address_p_database+1'b1;
              end
          else we_database=0;
      end
      if ((x<=28*28)&&(GO)) x=x+1;
      else GO=0;
  if (STOP==1)
  begin
      $display("RESULT: %d",RESULT);
      $finish;
  end
 end

 // Precision: 12
// Image size: 28x28
// Answer: 1
initial
begin
  storage[0] =  11'b10001010000; // [0.5390625]
  storage[1] =  11'b10001110000; // [0.5546875]
  storage[2] =  11'b10010010000; // [0.5703125]
  storage[3] =  11'b10010101000; // [0.58203125]
  storage[4] =  11'b10010110000; // [0.5859375]
  storage[5] =  11'b10011000000; // [0.59375]
  storage[6] =  11'b10011011000; // [0.60546875]
  storage[7] =  11'b10011100000; // [0.609375]
  storage[8] =  11'b10011101000; // [0.61328125]
  storage[9] =  11'b10011110000; // [0.6171875]
  storage[10] =  11'b10100000000; // [0.625]
  storage[11] =  11'b10011111000; // [0.62109375]
  storage[12] =  11'b10100000000; // [0.625]
  storage[13] =  11'b10100000000; // [0.625]
  storage[14] =  11'b10100000000; // [0.625]
  storage[15] =  11'b10100001000; // [0.62890625]
  storage[16] =  11'b10100000000; // [0.625]
  storage[17] =  11'b10100000000; // [0.625]
  storage[18] =  11'b10011111000; // [0.62109375]
  storage[19] =  11'b10011111000; // [0.62109375]
  storage[20] =  11'b10011110000; // [0.6171875]
  storage[21] =  11'b10011110000; // [0.6171875]
  storage[22] =  11'b10011110000; // [0.6171875]
  storage[23] =  11'b10011101000; // [0.61328125]
  storage[24] =  11'b10011100000; // [0.609375]
  storage[25] =  11'b10011010000; // [0.6015625]
  storage[26] =  11'b10011000000; // [0.59375]
  storage[27] =  11'b10010111000; // [0.58984375]
  storage[28] =  11'b10001100000; // [0.546875]
  storage[29] =  11'b10001111000; // [0.55859375]
  storage[30] =  11'b10010011000; // [0.57421875]
  storage[31] =  11'b10010101000; // [0.58203125]
  storage[32] =  11'b10010110000; // [0.5859375]
  storage[33] =  11'b10011000000; // [0.59375]
  storage[34] =  11'b10011010000; // [0.6015625]
  storage[35] =  11'b10011100000; // [0.609375]
  storage[36] =  11'b10011110000; // [0.6171875]
  storage[37] =  11'b10100000000; // [0.625]
  storage[38] =  11'b10100010000; // [0.6328125]
  storage[39] =  11'b10100010000; // [0.6328125]
  storage[40] =  11'b10100010000; // [0.6328125]
  storage[41] =  11'b10100010000; // [0.6328125]
  storage[42] =  11'b10100011000; // [0.63671875]
  storage[43] =  11'b10100100000; // [0.640625]
  storage[44] =  11'b10100011000; // [0.63671875]
  storage[45] =  11'b10100010000; // [0.6328125]
  storage[46] =  11'b10100010000; // [0.6328125]
  storage[47] =  11'b10100001000; // [0.62890625]
  storage[48] =  11'b10100001000; // [0.62890625]
  storage[49] =  11'b10100000000; // [0.625]
  storage[50] =  11'b10100000000; // [0.625]
  storage[51] =  11'b10011110000; // [0.6171875]
  storage[52] =  11'b10011101000; // [0.61328125]
  storage[53] =  11'b10011100000; // [0.609375]
  storage[54] =  11'b10011011000; // [0.60546875]
  storage[55] =  11'b10010111000; // [0.58984375]
  storage[56] =  11'b10001111000; // [0.55859375]
  storage[57] =  11'b10010010000; // [0.5703125]
  storage[58] =  11'b10010101000; // [0.58203125]
  storage[59] =  11'b10010110000; // [0.5859375]
  storage[60] =  11'b10011000000; // [0.59375]
  storage[61] =  11'b10011011000; // [0.60546875]
  storage[62] =  11'b10011100000; // [0.609375]
  storage[63] =  11'b10011111000; // [0.62109375]
  storage[64] =  11'b10100001000; // [0.62890625]
  storage[65] =  11'b10100011000; // [0.63671875]
  storage[66] =  11'b10100100000; // [0.640625]
  storage[67] =  11'b10100100000; // [0.640625]
  storage[68] =  11'b10100101000; // [0.64453125]
  storage[69] =  11'b10100110000; // [0.6484375]
  storage[70] =  11'b10100110000; // [0.6484375]
  storage[71] =  11'b10100110000; // [0.6484375]
  storage[72] =  11'b10100110000; // [0.6484375]
  storage[73] =  11'b10100110000; // [0.6484375]
  storage[74] =  11'b10100101000; // [0.64453125]
  storage[75] =  11'b10100100000; // [0.640625]
  storage[76] =  11'b10100100000; // [0.640625]
  storage[77] =  11'b10100011000; // [0.63671875]
  storage[78] =  11'b10100001000; // [0.62890625]
  storage[79] =  11'b10011111000; // [0.62109375]
  storage[80] =  11'b10011110000; // [0.6171875]
  storage[81] =  11'b10011101000; // [0.61328125]
  storage[82] =  11'b10011100000; // [0.609375]
  storage[83] =  11'b10011001000; // [0.59765625]
  storage[84] =  11'b10010010000; // [0.5703125]
  storage[85] =  11'b10010101000; // [0.58203125]
  storage[86] =  11'b10010111000; // [0.58984375]
  storage[87] =  11'b10011001000; // [0.59765625]
  storage[88] =  11'b10011011000; // [0.60546875]
  storage[89] =  11'b10011110000; // [0.6171875]
  storage[90] =  11'b10011111000; // [0.62109375]
  storage[91] =  11'b10100001000; // [0.62890625]
  storage[92] =  11'b10100011000; // [0.63671875]
  storage[93] =  11'b10100101000; // [0.64453125]
  storage[94] =  11'b10100101000; // [0.64453125]
  storage[95] =  11'b10100110000; // [0.6484375]
  storage[96] =  11'b10100111000; // [0.65234375]
  storage[97] =  11'b10101001000; // [0.66015625]
  storage[98] =  11'b10101010000; // [0.6640625]
  storage[99] =  11'b10101001000; // [0.66015625]
  storage[100] =  11'b10101000000; // [0.65625]
  storage[101] =  11'b10100111000; // [0.65234375]
  storage[102] =  11'b10101000000; // [0.65625]
  storage[103] =  11'b10100101000; // [0.64453125]
  storage[104] =  11'b10100111000; // [0.65234375]
  storage[105] =  11'b10100110000; // [0.6484375]
  storage[106] =  11'b10100100000; // [0.640625]
  storage[107] =  11'b10100001000; // [0.62890625]
  storage[108] =  11'b10100000000; // [0.625]
  storage[109] =  11'b10011111000; // [0.62109375]
  storage[110] =  11'b10011101000; // [0.61328125]
  storage[111] =  11'b10011100000; // [0.609375]
  storage[112] =  11'b10010011000; // [0.57421875]
  storage[113] =  11'b10010110000; // [0.5859375]
  storage[114] =  11'b10011000000; // [0.59375]
  storage[115] =  11'b10011011000; // [0.60546875]
  storage[116] =  11'b10011101000; // [0.61328125]
  storage[117] =  11'b10011111000; // [0.62109375]
  storage[118] =  11'b10100001000; // [0.62890625]
  storage[119] =  11'b10100010000; // [0.6328125]
  storage[120] =  11'b10100101000; // [0.64453125]
  storage[121] =  11'b10100110000; // [0.6484375]
  storage[122] =  11'b10100111000; // [0.65234375]
  storage[123] =  11'b10101000000; // [0.65625]
  storage[124] =  11'b10101010000; // [0.6640625]
  storage[125] =  11'b10101100000; // [0.671875]
  storage[126] =  11'b10101100000; // [0.671875]
  storage[127] =  11'b10101011000; // [0.66796875]
  storage[128] =  11'b10101001000; // [0.66015625]
  storage[129] =  11'b10101000000; // [0.65625]
  storage[130] =  11'b10100111000; // [0.65234375]
  storage[131] =  11'b10100111000; // [0.65234375]
  storage[132] =  11'b10100110000; // [0.6484375]
  storage[133] =  11'b10100111000; // [0.65234375]
  storage[134] =  11'b10100110000; // [0.6484375]
  storage[135] =  11'b10100101000; // [0.64453125]
  storage[136] =  11'b10100010000; // [0.6328125]
  storage[137] =  11'b10100010000; // [0.6328125]
  storage[138] =  11'b10011111000; // [0.62109375]
  storage[139] =  11'b10011110000; // [0.6171875]
  storage[140] =  11'b10010100000; // [0.578125]
  storage[141] =  11'b10010110000; // [0.5859375]
  storage[142] =  11'b10011001000; // [0.59765625]
  storage[143] =  11'b10011100000; // [0.609375]
  storage[144] =  11'b10011111000; // [0.62109375]
  storage[145] =  11'b10100001000; // [0.62890625]
  storage[146] =  11'b10100011000; // [0.63671875]
  storage[147] =  11'b10100011000; // [0.63671875]
  storage[148] =  11'b10100111000; // [0.65234375]
  storage[149] =  11'b10101000000; // [0.65625]
  storage[150] =  11'b10101010000; // [0.6640625]
  storage[151] =  11'b10101010000; // [0.6640625]
  storage[152] =  11'b10101011000; // [0.66796875]
  storage[153] =  11'b10101100000; // [0.671875]
  storage[154] =  11'b10101101000; // [0.67578125]
  storage[155] =  11'b10101101000; // [0.67578125]
  storage[156] =  11'b10101100000; // [0.671875]
  storage[157] =  11'b10101010000; // [0.6640625]
  storage[158] =  11'b10100000000; // [0.625]
  storage[159] =  11'b10100010000; // [0.6328125]
  storage[160] =  11'b10101000000; // [0.65625]
  storage[161] =  11'b10101000000; // [0.65625]
  storage[162] =  11'b10100111000; // [0.65234375]
  storage[163] =  11'b10100101000; // [0.64453125]
  storage[164] =  11'b10100101000; // [0.64453125]
  storage[165] =  11'b10100100000; // [0.640625]
  storage[166] =  11'b10100001000; // [0.62890625]
  storage[167] =  11'b10011111000; // [0.62109375]
  storage[168] =  11'b10010110000; // [0.5859375]
  storage[169] =  11'b10011001000; // [0.59765625]
  storage[170] =  11'b10011011000; // [0.60546875]
  storage[171] =  11'b10011111000; // [0.62109375]
  storage[172] =  11'b10100001000; // [0.62890625]
  storage[173] =  11'b10100010000; // [0.6328125]
  storage[174] =  11'b10100101000; // [0.64453125]
  storage[175] =  11'b10100110000; // [0.6484375]
  storage[176] =  11'b10101000000; // [0.65625]
  storage[177] =  11'b10101010000; // [0.6640625]
  storage[178] =  11'b10101100000; // [0.671875]
  storage[179] =  11'b10101100000; // [0.671875]
  storage[180] =  11'b10101100000; // [0.671875]
  storage[181] =  11'b10101101000; // [0.67578125]
  storage[182] =  11'b10101110000; // [0.6796875]
  storage[183] =  11'b10101111000; // [0.68359375]
  storage[184] =  11'b10101110000; // [0.6796875]
  storage[185] =  11'b10001000000; // [0.53125]
  storage[186] =  11'b01000101000; // [0.26953125]
  storage[187] =  11'b01011101000; // [0.36328125]
  storage[188] =  11'b10100101000; // [0.64453125]
  storage[189] =  11'b10101010000; // [0.6640625]
  storage[190] =  11'b10101000000; // [0.65625]
  storage[191] =  11'b10101000000; // [0.65625]
  storage[192] =  11'b10100110000; // [0.6484375]
  storage[193] =  11'b10100110000; // [0.6484375]
  storage[194] =  11'b10100011000; // [0.63671875]
  storage[195] =  11'b10100001000; // [0.62890625]
  storage[196] =  11'b10011000000; // [0.59375]
  storage[197] =  11'b10011011000; // [0.60546875]
  storage[198] =  11'b10011101000; // [0.61328125]
  storage[199] =  11'b10100000000; // [0.625]
  storage[200] =  11'b10100011000; // [0.63671875]
  storage[201] =  11'b10100110000; // [0.6484375]
  storage[202] =  11'b10100110000; // [0.6484375]
  storage[203] =  11'b10101000000; // [0.65625]
  storage[204] =  11'b10101011000; // [0.66796875]
  storage[205] =  11'b10101100000; // [0.671875]
  storage[206] =  11'b10101101000; // [0.67578125]
  storage[207] =  11'b10101110000; // [0.6796875]
  storage[208] =  11'b10101111000; // [0.68359375]
  storage[209] =  11'b10101111000; // [0.68359375]
  storage[210] =  11'b10101111000; // [0.68359375]
  storage[211] =  11'b10110000000; // [0.6875]
  storage[212] =  11'b10011011000; // [0.60546875]
  storage[213] =  11'b00111010000; // [0.2265625]
  storage[214] =  11'b00101010000; // [0.1640625]
  storage[215] =  11'b01000101000; // [0.26953125]
  storage[216] =  11'b10100101000; // [0.64453125]
  storage[217] =  11'b10101100000; // [0.671875]
  storage[218] =  11'b10101011000; // [0.66796875]
  storage[219] =  11'b10101001000; // [0.66015625]
  storage[220] =  11'b10101001000; // [0.66015625]
  storage[221] =  11'b10101000000; // [0.65625]
  storage[222] =  11'b10100110000; // [0.6484375]
  storage[223] =  11'b10100011000; // [0.63671875]
  storage[224] =  11'b10011010000; // [0.6015625]
  storage[225] =  11'b10011101000; // [0.61328125]
  storage[226] =  11'b10100000000; // [0.625]
  storage[227] =  11'b10100010000; // [0.6328125]
  storage[228] =  11'b10100100000; // [0.640625]
  storage[229] =  11'b10100110000; // [0.6484375]
  storage[230] =  11'b10101000000; // [0.65625]
  storage[231] =  11'b10101001000; // [0.66015625]
  storage[232] =  11'b10101101000; // [0.67578125]
  storage[233] =  11'b10101110000; // [0.6796875]
  storage[234] =  11'b10101110000; // [0.6796875]
  storage[235] =  11'b10110000000; // [0.6875]
  storage[236] =  11'b10110010000; // [0.6953125]
  storage[237] =  11'b10110010000; // [0.6953125]
  storage[238] =  11'b10110001000; // [0.69140625]
  storage[239] =  11'b10101111000; // [0.68359375]
  storage[240] =  11'b01110000000; // [0.4375]
  storage[241] =  11'b00101001000; // [0.16015625]
  storage[242] =  11'b00100111000; // [0.15234375]
  storage[243] =  11'b01010110000; // [0.3359375]
  storage[244] =  11'b10101001000; // [0.66015625]
  storage[245] =  11'b10101101000; // [0.67578125]
  storage[246] =  11'b10101100000; // [0.671875]
  storage[247] =  11'b10101011000; // [0.66796875]
  storage[248] =  11'b10101010000; // [0.6640625]
  storage[249] =  11'b10101000000; // [0.65625]
  storage[250] =  11'b10101000000; // [0.65625]
  storage[251] =  11'b10100100000; // [0.640625]
  storage[252] =  11'b10011100000; // [0.609375]
  storage[253] =  11'b10011110000; // [0.6171875]
  storage[254] =  11'b10100001000; // [0.62890625]
  storage[255] =  11'b10100011000; // [0.63671875]
  storage[256] =  11'b10100110000; // [0.6484375]
  storage[257] =  11'b10101000000; // [0.65625]
  storage[258] =  11'b10101010000; // [0.6640625]
  storage[259] =  11'b10101100000; // [0.671875]
  storage[260] =  11'b10101110000; // [0.6796875]
  storage[261] =  11'b10101111000; // [0.68359375]
  storage[262] =  11'b10110000000; // [0.6875]
  storage[263] =  11'b10110001000; // [0.69140625]
  storage[264] =  11'b10110010000; // [0.6953125]
  storage[265] =  11'b10110010000; // [0.6953125]
  storage[266] =  11'b10110001000; // [0.69140625]
  storage[267] =  11'b10100101000; // [0.64453125]
  storage[268] =  11'b01000001000; // [0.25390625]
  storage[269] =  11'b00100110000; // [0.1484375]
  storage[270] =  11'b00100111000; // [0.15234375]
  storage[271] =  11'b01101010000; // [0.4140625]
  storage[272] =  11'b10101101000; // [0.67578125]
  storage[273] =  11'b10101101000; // [0.67578125]
  storage[274] =  11'b10101100000; // [0.671875]
  storage[275] =  11'b10101100000; // [0.671875]
  storage[276] =  11'b10101010000; // [0.6640625]
  storage[277] =  11'b10101001000; // [0.66015625]
  storage[278] =  11'b10100110000; // [0.6484375]
  storage[279] =  11'b10100101000; // [0.64453125]
  storage[280] =  11'b10011100000; // [0.609375]
  storage[281] =  11'b10011111000; // [0.62109375]
  storage[282] =  11'b10100001000; // [0.62890625]
  storage[283] =  11'b10100100000; // [0.640625]
  storage[284] =  11'b10100111000; // [0.65234375]
  storage[285] =  11'b10101000000; // [0.65625]
  storage[286] =  11'b10101001000; // [0.66015625]
  storage[287] =  11'b10101100000; // [0.671875]
  storage[288] =  11'b10101110000; // [0.6796875]
  storage[289] =  11'b10110000000; // [0.6875]
  storage[290] =  11'b10110001000; // [0.69140625]
  storage[291] =  11'b10110010000; // [0.6953125]
  storage[292] =  11'b10110010000; // [0.6953125]
  storage[293] =  11'b10110011000; // [0.69921875]
  storage[294] =  11'b10101110000; // [0.6796875]
  storage[295] =  11'b01110111000; // [0.46484375]
  storage[296] =  11'b00101100000; // [0.171875]
  storage[297] =  11'b00100110000; // [0.1484375]
  storage[298] =  11'b00101011000; // [0.16796875]
  storage[299] =  11'b01111111000; // [0.49609375]
  storage[300] =  11'b10101110000; // [0.6796875]
  storage[301] =  11'b10101101000; // [0.67578125]
  storage[302] =  11'b10101101000; // [0.67578125]
  storage[303] =  11'b10101100000; // [0.671875]
  storage[304] =  11'b10101010000; // [0.6640625]
  storage[305] =  11'b10101000000; // [0.65625]
  storage[306] =  11'b10100111000; // [0.65234375]
  storage[307] =  11'b10100101000; // [0.64453125]
  storage[308] =  11'b10011101000; // [0.61328125]
  storage[309] =  11'b10011111000; // [0.62109375]
  storage[310] =  11'b10100010000; // [0.6328125]
  storage[311] =  11'b10100100000; // [0.640625]
  storage[312] =  11'b10100111000; // [0.65234375]
  storage[313] =  11'b10101010000; // [0.6640625]
  storage[314] =  11'b10101011000; // [0.66796875]
  storage[315] =  11'b10101100000; // [0.671875]
  storage[316] =  11'b10101110000; // [0.6796875]
  storage[317] =  11'b10110001000; // [0.69140625]
  storage[318] =  11'b10110010000; // [0.6953125]
  storage[319] =  11'b10110010000; // [0.6953125]
  storage[320] =  11'b10110100000; // [0.703125]
  storage[321] =  11'b10110011000; // [0.69921875]
  storage[322] =  11'b10000110000; // [0.5234375]
  storage[323] =  11'b00110110000; // [0.2109375]
  storage[324] =  11'b00101111000; // [0.18359375]
  storage[325] =  11'b00101100000; // [0.171875]
  storage[326] =  11'b00110001000; // [0.19140625]
  storage[327] =  11'b10010100000; // [0.578125]
  storage[328] =  11'b10101111000; // [0.68359375]
  storage[329] =  11'b10101110000; // [0.6796875]
  storage[330] =  11'b10101110000; // [0.6796875]
  storage[331] =  11'b10101100000; // [0.671875]
  storage[332] =  11'b10101011000; // [0.66796875]
  storage[333] =  11'b10101001000; // [0.66015625]
  storage[334] =  11'b10101000000; // [0.65625]
  storage[335] =  11'b10100111000; // [0.65234375]
  storage[336] =  11'b10011100000; // [0.609375]
  storage[337] =  11'b10100000000; // [0.625]
  storage[338] =  11'b10100011000; // [0.63671875]
  storage[339] =  11'b10100101000; // [0.64453125]
  storage[340] =  11'b10101000000; // [0.65625]
  storage[341] =  11'b10101011000; // [0.66796875]
  storage[342] =  11'b10101100000; // [0.671875]
  storage[343] =  11'b10101110000; // [0.6796875]
  storage[344] =  11'b10110000000; // [0.6875]
  storage[345] =  11'b10110011000; // [0.69921875]
  storage[346] =  11'b10110100000; // [0.703125]
  storage[347] =  11'b10110100000; // [0.703125]
  storage[348] =  11'b10110011000; // [0.69921875]
  storage[349] =  11'b10001001000; // [0.53515625]
  storage[350] =  11'b00111100000; // [0.234375]
  storage[351] =  11'b00110001000; // [0.19140625]
  storage[352] =  11'b01100011000; // [0.38671875]
  storage[353] =  11'b00110100000; // [0.203125]
  storage[354] =  11'b00111010000; // [0.2265625]
  storage[355] =  11'b10100001000; // [0.62890625]
  storage[356] =  11'b10110000000; // [0.6875]
  storage[357] =  11'b10110000000; // [0.6875]
  storage[358] =  11'b10101110000; // [0.6796875]
  storage[359] =  11'b10101101000; // [0.67578125]
  storage[360] =  11'b10101100000; // [0.671875]
  storage[361] =  11'b10101011000; // [0.66796875]
  storage[362] =  11'b10101000000; // [0.65625]
  storage[363] =  11'b10100110000; // [0.6484375]
  storage[364] =  11'b10011101000; // [0.61328125]
  storage[365] =  11'b10100000000; // [0.625]
  storage[366] =  11'b10100011000; // [0.63671875]
  storage[367] =  11'b10100101000; // [0.64453125]
  storage[368] =  11'b10101001000; // [0.66015625]
  storage[369] =  11'b10101011000; // [0.66796875]
  storage[370] =  11'b10101101000; // [0.67578125]
  storage[371] =  11'b10101111000; // [0.68359375]
  storage[372] =  11'b10110001000; // [0.69140625]
  storage[373] =  11'b10110010000; // [0.6953125]
  storage[374] =  11'b10110011000; // [0.69921875]
  storage[375] =  11'b10110010000; // [0.6953125]
  storage[376] =  11'b10000111000; // [0.52734375]
  storage[377] =  11'b00111110000; // [0.2421875]
  storage[378] =  11'b00110001000; // [0.19140625]
  storage[379] =  11'b01101000000; // [0.40625]
  storage[380] =  11'b10001101000; // [0.55078125]
  storage[381] =  11'b00110010000; // [0.1953125]
  storage[382] =  11'b01000000000; // [0.25]
  storage[383] =  11'b10100101000; // [0.64453125]
  storage[384] =  11'b10110001000; // [0.69140625]
  storage[385] =  11'b10110000000; // [0.6875]
  storage[386] =  11'b10101110000; // [0.6796875]
  storage[387] =  11'b10101101000; // [0.67578125]
  storage[388] =  11'b10101011000; // [0.66796875]
  storage[389] =  11'b10101010000; // [0.6640625]
  storage[390] =  11'b10101000000; // [0.65625]
  storage[391] =  11'b10100110000; // [0.6484375]
  storage[392] =  11'b10011110000; // [0.6171875]
  storage[393] =  11'b10100000000; // [0.625]
  storage[394] =  11'b10100011000; // [0.63671875]
  storage[395] =  11'b10100101000; // [0.64453125]
  storage[396] =  11'b10101000000; // [0.65625]
  storage[397] =  11'b10101011000; // [0.66796875]
  storage[398] =  11'b10101101000; // [0.67578125]
  storage[399] =  11'b10101110000; // [0.6796875]
  storage[400] =  11'b10110001000; // [0.69140625]
  storage[401] =  11'b10110010000; // [0.6953125]
  storage[402] =  11'b10110010000; // [0.6953125]
  storage[403] =  11'b10010001000; // [0.56640625]
  storage[404] =  11'b00111110000; // [0.2421875]
  storage[405] =  11'b00110001000; // [0.19140625]
  storage[406] =  11'b01011100000; // [0.359375]
  storage[407] =  11'b10100111000; // [0.65234375]
  storage[408] =  11'b01111110000; // [0.4921875]
  storage[409] =  11'b00101110000; // [0.1796875]
  storage[410] =  11'b01000101000; // [0.26953125]
  storage[411] =  11'b10100111000; // [0.65234375]
  storage[412] =  11'b10110001000; // [0.69140625]
  storage[413] =  11'b10101111000; // [0.68359375]
  storage[414] =  11'b10101111000; // [0.68359375]
  storage[415] =  11'b10101100000; // [0.671875]
  storage[416] =  11'b10101011000; // [0.66796875]
  storage[417] =  11'b10101001000; // [0.66015625]
  storage[418] =  11'b10100111000; // [0.65234375]
  storage[419] =  11'b10100110000; // [0.6484375]
  storage[420] =  11'b10011110000; // [0.6171875]
  storage[421] =  11'b10100001000; // [0.62890625]
  storage[422] =  11'b10100100000; // [0.640625]
  storage[423] =  11'b10100101000; // [0.64453125]
  storage[424] =  11'b10100111000; // [0.65234375]
  storage[425] =  11'b10101010000; // [0.6640625]
  storage[426] =  11'b10101100000; // [0.671875]
  storage[427] =  11'b10101110000; // [0.6796875]
  storage[428] =  11'b10110000000; // [0.6875]
  storage[429] =  11'b10110001000; // [0.69140625]
  storage[430] =  11'b10110010000; // [0.6953125]
  storage[431] =  11'b01111100000; // [0.484375]
  storage[432] =  11'b00111010000; // [0.2265625]
  storage[433] =  11'b01011111000; // [0.37109375]
  storage[434] =  11'b10100110000; // [0.6484375]
  storage[435] =  11'b10110001000; // [0.69140625]
  storage[436] =  11'b01110111000; // [0.46484375]
  storage[437] =  11'b00101111000; // [0.18359375]
  storage[438] =  11'b01010101000; // [0.33203125]
  storage[439] =  11'b10101100000; // [0.671875]
  storage[440] =  11'b10110001000; // [0.69140625]
  storage[441] =  11'b10110001000; // [0.69140625]
  storage[442] =  11'b10110000000; // [0.6875]
  storage[443] =  11'b10101110000; // [0.6796875]
  storage[444] =  11'b10101101000; // [0.67578125]
  storage[445] =  11'b10101010000; // [0.6640625]
  storage[446] =  11'b10101000000; // [0.65625]
  storage[447] =  11'b10100111000; // [0.65234375]
  storage[448] =  11'b10011110000; // [0.6171875]
  storage[449] =  11'b10100001000; // [0.62890625]
  storage[450] =  11'b10100101000; // [0.64453125]
  storage[451] =  11'b10100110000; // [0.6484375]
  storage[452] =  11'b10101001000; // [0.66015625]
  storage[453] =  11'b10101011000; // [0.66796875]
  storage[454] =  11'b10101100000; // [0.671875]
  storage[455] =  11'b10101110000; // [0.6796875]
  storage[456] =  11'b10110000000; // [0.6875]
  storage[457] =  11'b10110001000; // [0.69140625]
  storage[458] =  11'b10110010000; // [0.6953125]
  storage[459] =  11'b10101010000; // [0.6640625]
  storage[460] =  11'b10010000000; // [0.5625]
  storage[461] =  11'b10101010000; // [0.6640625]
  storage[462] =  11'b10110010000; // [0.6953125]
  storage[463] =  11'b10110010000; // [0.6953125]
  storage[464] =  11'b01110110000; // [0.4609375]
  storage[465] =  11'b00110001000; // [0.19140625]
  storage[466] =  11'b01101010000; // [0.4140625]
  storage[467] =  11'b10110010000; // [0.6953125]
  storage[468] =  11'b10110001000; // [0.69140625]
  storage[469] =  11'b10110001000; // [0.69140625]
  storage[470] =  11'b10110000000; // [0.6875]
  storage[471] =  11'b10101110000; // [0.6796875]
  storage[472] =  11'b10101100000; // [0.671875]
  storage[473] =  11'b10101010000; // [0.6640625]
  storage[474] =  11'b10101001000; // [0.66015625]
  storage[475] =  11'b10100110000; // [0.6484375]
  storage[476] =  11'b10011110000; // [0.6171875]
  storage[477] =  11'b10100001000; // [0.62890625]
  storage[478] =  11'b10100011000; // [0.63671875]
  storage[479] =  11'b10100111000; // [0.65234375]
  storage[480] =  11'b10101001000; // [0.66015625]
  storage[481] =  11'b10101100000; // [0.671875]
  storage[482] =  11'b10101101000; // [0.67578125]
  storage[483] =  11'b10101110000; // [0.6796875]
  storage[484] =  11'b10110000000; // [0.6875]
  storage[485] =  11'b10110010000; // [0.6953125]
  storage[486] =  11'b10110011000; // [0.69921875]
  storage[487] =  11'b10110010000; // [0.6953125]
  storage[488] =  11'b10110010000; // [0.6953125]
  storage[489] =  11'b10110011000; // [0.69921875]
  storage[490] =  11'b10110010000; // [0.6953125]
  storage[491] =  11'b10110001000; // [0.69140625]
  storage[492] =  11'b01110100000; // [0.453125]
  storage[493] =  11'b00110011000; // [0.19921875]
  storage[494] =  11'b01111101000; // [0.48828125]
  storage[495] =  11'b10110010000; // [0.6953125]
  storage[496] =  11'b10110011000; // [0.69921875]
  storage[497] =  11'b10110001000; // [0.69140625]
  storage[498] =  11'b10110000000; // [0.6875]
  storage[499] =  11'b10101110000; // [0.6796875]
  storage[500] =  11'b10101100000; // [0.671875]
  storage[501] =  11'b10101010000; // [0.6640625]
  storage[502] =  11'b10101000000; // [0.65625]
  storage[503] =  11'b10100110000; // [0.6484375]
  storage[504] =  11'b10011110000; // [0.6171875]
  storage[505] =  11'b10100000000; // [0.625]
  storage[506] =  11'b10100010000; // [0.6328125]
  storage[507] =  11'b10100101000; // [0.64453125]
  storage[508] =  11'b10101000000; // [0.65625]
  storage[509] =  11'b10101011000; // [0.66796875]
  storage[510] =  11'b10101101000; // [0.67578125]
  storage[511] =  11'b10101111000; // [0.68359375]
  storage[512] =  11'b10110000000; // [0.6875]
  storage[513] =  11'b10110010000; // [0.6953125]
  storage[514] =  11'b10110011000; // [0.69921875]
  storage[515] =  11'b10110011000; // [0.69921875]
  storage[516] =  11'b10110010000; // [0.6953125]
  storage[517] =  11'b10110010000; // [0.6953125]
  storage[518] =  11'b10110010000; // [0.6953125]
  storage[519] =  11'b10110000000; // [0.6875]
  storage[520] =  11'b01101011000; // [0.41796875]
  storage[521] =  11'b00110100000; // [0.203125]
  storage[522] =  11'b10000100000; // [0.515625]
  storage[523] =  11'b10110000000; // [0.6875]
  storage[524] =  11'b10110000000; // [0.6875]
  storage[525] =  11'b10110001000; // [0.69140625]
  storage[526] =  11'b10110000000; // [0.6875]
  storage[527] =  11'b10101101000; // [0.67578125]
  storage[528] =  11'b10101011000; // [0.66796875]
  storage[529] =  11'b10101000000; // [0.65625]
  storage[530] =  11'b10100111000; // [0.65234375]
  storage[531] =  11'b10100111000; // [0.65234375]
  storage[532] =  11'b10011110000; // [0.6171875]
  storage[533] =  11'b10100000000; // [0.625]
  storage[534] =  11'b10100011000; // [0.63671875]
  storage[535] =  11'b10100101000; // [0.64453125]
  storage[536] =  11'b10100111000; // [0.65234375]
  storage[537] =  11'b10101010000; // [0.6640625]
  storage[538] =  11'b10101100000; // [0.671875]
  storage[539] =  11'b10101110000; // [0.6796875]
  storage[540] =  11'b10101110000; // [0.6796875]
  storage[541] =  11'b10110000000; // [0.6875]
  storage[542] =  11'b10110010000; // [0.6953125]
  storage[543] =  11'b10110010000; // [0.6953125]
  storage[544] =  11'b10110010000; // [0.6953125]
  storage[545] =  11'b10110001000; // [0.69140625]
  storage[546] =  11'b10110001000; // [0.69140625]
  storage[547] =  11'b10110000000; // [0.6875]
  storage[548] =  11'b01100011000; // [0.38671875]
  storage[549] =  11'b00110011000; // [0.19921875]
  storage[550] =  11'b10001000000; // [0.53125]
  storage[551] =  11'b10101111000; // [0.68359375]
  storage[552] =  11'b10101111000; // [0.68359375]
  storage[553] =  11'b10101111000; // [0.68359375]
  storage[554] =  11'b10101110000; // [0.6796875]
  storage[555] =  11'b10101100000; // [0.671875]
  storage[556] =  11'b10101001000; // [0.66015625]
  storage[557] =  11'b10101000000; // [0.65625]
  storage[558] =  11'b10100111000; // [0.65234375]
  storage[559] =  11'b10100100000; // [0.640625]
  storage[560] =  11'b10011100000; // [0.609375]
  storage[561] =  11'b10011111000; // [0.62109375]
  storage[562] =  11'b10100010000; // [0.6328125]
  storage[563] =  11'b10100011000; // [0.63671875]
  storage[564] =  11'b10100110000; // [0.6484375]
  storage[565] =  11'b10101010000; // [0.6640625]
  storage[566] =  11'b10101100000; // [0.671875]
  storage[567] =  11'b10101101000; // [0.67578125]
  storage[568] =  11'b10101101000; // [0.67578125]
  storage[569] =  11'b10101110000; // [0.6796875]
  storage[570] =  11'b10101111000; // [0.68359375]
  storage[571] =  11'b10110001000; // [0.69140625]
  storage[572] =  11'b10110001000; // [0.69140625]
  storage[573] =  11'b10110001000; // [0.69140625]
  storage[574] =  11'b10110000000; // [0.6875]
  storage[575] =  11'b10101100000; // [0.671875]
  storage[576] =  11'b01011001000; // [0.34765625]
  storage[577] =  11'b00110010000; // [0.1953125]
  storage[578] =  11'b10000110000; // [0.5234375]
  storage[579] =  11'b10101110000; // [0.6796875]
  storage[580] =  11'b10101110000; // [0.6796875]
  storage[581] =  11'b10101101000; // [0.67578125]
  storage[582] =  11'b10101100000; // [0.671875]
  storage[583] =  11'b10101010000; // [0.6640625]
  storage[584] =  11'b10101000000; // [0.65625]
  storage[585] =  11'b10100111000; // [0.65234375]
  storage[586] =  11'b10100110000; // [0.6484375]
  storage[587] =  11'b10100010000; // [0.6328125]
  storage[588] =  11'b10011010000; // [0.6015625]
  storage[589] =  11'b10011101000; // [0.61328125]
  storage[590] =  11'b10100000000; // [0.625]
  storage[591] =  11'b10100010000; // [0.6328125]
  storage[592] =  11'b10100100000; // [0.640625]
  storage[593] =  11'b10101000000; // [0.65625]
  storage[594] =  11'b10101001000; // [0.66015625]
  storage[595] =  11'b10101010000; // [0.6640625]
  storage[596] =  11'b10101100000; // [0.671875]
  storage[597] =  11'b10101101000; // [0.67578125]
  storage[598] =  11'b10101110000; // [0.6796875]
  storage[599] =  11'b10101111000; // [0.68359375]
  storage[600] =  11'b10101111000; // [0.68359375]
  storage[601] =  11'b10101111000; // [0.68359375]
  storage[602] =  11'b10101110000; // [0.6796875]
  storage[603] =  11'b10101001000; // [0.66015625]
  storage[604] =  11'b01010110000; // [0.3359375]
  storage[605] =  11'b00110010000; // [0.1953125]
  storage[606] =  11'b10000110000; // [0.5234375]
  storage[607] =  11'b10101100000; // [0.671875]
  storage[608] =  11'b10101100000; // [0.671875]
  storage[609] =  11'b10101100000; // [0.671875]
  storage[610] =  11'b10101011000; // [0.66796875]
  storage[611] =  11'b10101000000; // [0.65625]
  storage[612] =  11'b10100111000; // [0.65234375]
  storage[613] =  11'b10100110000; // [0.6484375]
  storage[614] =  11'b10100011000; // [0.63671875]
  storage[615] =  11'b10100001000; // [0.62890625]
  storage[616] =  11'b10011001000; // [0.59765625]
  storage[617] =  11'b10011100000; // [0.609375]
  storage[618] =  11'b10011111000; // [0.62109375]
  storage[619] =  11'b10100001000; // [0.62890625]
  storage[620] =  11'b10100011000; // [0.63671875]
  storage[621] =  11'b10100110000; // [0.6484375]
  storage[622] =  11'b10100111000; // [0.65234375]
  storage[623] =  11'b10101000000; // [0.65625]
  storage[624] =  11'b10101011000; // [0.66796875]
  storage[625] =  11'b10101100000; // [0.671875]
  storage[626] =  11'b10101101000; // [0.67578125]
  storage[627] =  11'b10101101000; // [0.67578125]
  storage[628] =  11'b10101110000; // [0.6796875]
  storage[629] =  11'b10101101000; // [0.67578125]
  storage[630] =  11'b10101100000; // [0.671875]
  storage[631] =  11'b10100100000; // [0.640625]
  storage[632] =  11'b01001001000; // [0.28515625]
  storage[633] =  11'b00110000000; // [0.1875]
  storage[634] =  11'b01111010000; // [0.4765625]
  storage[635] =  11'b10101010000; // [0.6640625]
  storage[636] =  11'b10101010000; // [0.6640625]
  storage[637] =  11'b10101001000; // [0.66015625]
  storage[638] =  11'b10101000000; // [0.65625]
  storage[639] =  11'b10100111000; // [0.65234375]
  storage[640] =  11'b10100110000; // [0.6484375]
  storage[641] =  11'b10100100000; // [0.640625]
  storage[642] =  11'b10100001000; // [0.62890625]
  storage[643] =  11'b10011111000; // [0.62109375]
  storage[644] =  11'b10011000000; // [0.59375]
  storage[645] =  11'b10011011000; // [0.60546875]
  storage[646] =  11'b10011101000; // [0.61328125]
  storage[647] =  11'b10100000000; // [0.625]
  storage[648] =  11'b10100010000; // [0.6328125]
  storage[649] =  11'b10100010000; // [0.6328125]
  storage[650] =  11'b10100101000; // [0.64453125]
  storage[651] =  11'b10100111000; // [0.65234375]
  storage[652] =  11'b10101001000; // [0.66015625]
  storage[653] =  11'b10101011000; // [0.66796875]
  storage[654] =  11'b10101011000; // [0.66796875]
  storage[655] =  11'b10101100000; // [0.671875]
  storage[656] =  11'b10101100000; // [0.671875]
  storage[657] =  11'b10101010000; // [0.6640625]
  storage[658] =  11'b10101001000; // [0.66015625]
  storage[659] =  11'b10100000000; // [0.625]
  storage[660] =  11'b01000111000; // [0.27734375]
  storage[661] =  11'b00101101000; // [0.17578125]
  storage[662] =  11'b01110011000; // [0.44921875]
  storage[663] =  11'b10100100000; // [0.640625]
  storage[664] =  11'b10100011000; // [0.63671875]
  storage[665] =  11'b10100010000; // [0.6328125]
  storage[666] =  11'b10100101000; // [0.64453125]
  storage[667] =  11'b10100100000; // [0.640625]
  storage[668] =  11'b10100011000; // [0.63671875]
  storage[669] =  11'b10100010000; // [0.6328125]
  storage[670] =  11'b10100000000; // [0.625]
  storage[671] =  11'b10011110000; // [0.6171875]
  storage[672] =  11'b10010110000; // [0.5859375]
  storage[673] =  11'b10011010000; // [0.6015625]
  storage[674] =  11'b10011011000; // [0.60546875]
  storage[675] =  11'b10011110000; // [0.6171875]
  storage[676] =  11'b10100000000; // [0.625]
  storage[677] =  11'b10100011000; // [0.63671875]
  storage[678] =  11'b10100010000; // [0.6328125]
  storage[679] =  11'b10100101000; // [0.64453125]
  storage[680] =  11'b10100111000; // [0.65234375]
  storage[681] =  11'b10101001000; // [0.66015625]
  storage[682] =  11'b10101011000; // [0.66796875]
  storage[683] =  11'b10101011000; // [0.66796875]
  storage[684] =  11'b10100111000; // [0.65234375]
  storage[685] =  11'b01110111000; // [0.46484375]
  storage[686] =  11'b01100101000; // [0.39453125]
  storage[687] =  11'b01011001000; // [0.34765625]
  storage[688] =  11'b00101111000; // [0.18359375]
  storage[689] =  11'b00101011000; // [0.16796875]
  storage[690] =  11'b01000111000; // [0.27734375]
  storage[691] =  11'b01011100000; // [0.359375]
  storage[692] =  11'b01010100000; // [0.328125]
  storage[693] =  11'b01011000000; // [0.34375]
  storage[694] =  11'b10001101000; // [0.55078125]
  storage[695] =  11'b10100001000; // [0.62890625]
  storage[696] =  11'b10100001000; // [0.62890625]
  storage[697] =  11'b10100000000; // [0.625]
  storage[698] =  11'b10011101000; // [0.61328125]
  storage[699] =  11'b10011011000; // [0.60546875]
  storage[700] =  11'b10010101000; // [0.58203125]
  storage[701] =  11'b10010111000; // [0.58984375]
  storage[702] =  11'b10011010000; // [0.6015625]
  storage[703] =  11'b10011100000; // [0.609375]
  storage[704] =  11'b10011111000; // [0.62109375]
  storage[705] =  11'b10100000000; // [0.625]
  storage[706] =  11'b10100010000; // [0.6328125]
  storage[707] =  11'b10100011000; // [0.63671875]
  storage[708] =  11'b10100101000; // [0.64453125]
  storage[709] =  11'b10100110000; // [0.6484375]
  storage[710] =  11'b10101000000; // [0.65625]
  storage[711] =  11'b10101000000; // [0.65625]
  storage[712] =  11'b10011000000; // [0.59375]
  storage[713] =  11'b01000000000; // [0.25]
  storage[714] =  11'b00101101000; // [0.17578125]
  storage[715] =  11'b00101001000; // [0.16015625]
  storage[716] =  11'b00101001000; // [0.16015625]
  storage[717] =  11'b00101100000; // [0.171875]
  storage[718] =  11'b00101110000; // [0.1796875]
  storage[719] =  11'b00101110000; // [0.1796875]
  storage[720] =  11'b00101111000; // [0.18359375]
  storage[721] =  11'b00110100000; // [0.203125]
  storage[722] =  11'b01100010000; // [0.3828125]
  storage[723] =  11'b10011111000; // [0.62109375]
  storage[724] =  11'b10100000000; // [0.625]
  storage[725] =  11'b10011101000; // [0.61328125]
  storage[726] =  11'b10011011000; // [0.60546875]
  storage[727] =  11'b10011001000; // [0.59765625]
  storage[728] =  11'b10010011000; // [0.57421875]
  storage[729] =  11'b10010110000; // [0.5859375]
  storage[730] =  11'b10011000000; // [0.59375]
  storage[731] =  11'b10011010000; // [0.6015625]
  storage[732] =  11'b10011101000; // [0.61328125]
  storage[733] =  11'b10011111000; // [0.62109375]
  storage[734] =  11'b10100000000; // [0.625]
  storage[735] =  11'b10100010000; // [0.6328125]
  storage[736] =  11'b10100011000; // [0.63671875]
  storage[737] =  11'b10100100000; // [0.640625]
  storage[738] =  11'b10100110000; // [0.6484375]
  storage[739] =  11'b10100111000; // [0.65234375]
  storage[740] =  11'b10010100000; // [0.578125]
  storage[741] =  11'b00111110000; // [0.2421875]
  storage[742] =  11'b00101101000; // [0.17578125]
  storage[743] =  11'b00110001000; // [0.19140625]
  storage[744] =  11'b00110101000; // [0.20703125]
  storage[745] =  11'b00110001000; // [0.19140625]
  storage[746] =  11'b00110000000; // [0.1875]
  storage[747] =  11'b00111001000; // [0.22265625]
  storage[748] =  11'b00111111000; // [0.24609375]
  storage[749] =  11'b01001011000; // [0.29296875]
  storage[750] =  11'b01111001000; // [0.47265625]
  storage[751] =  11'b10011111000; // [0.62109375]
  storage[752] =  11'b10011110000; // [0.6171875]
  storage[753] =  11'b10011011000; // [0.60546875]
  storage[754] =  11'b10011000000; // [0.59375]
  storage[755] =  11'b10010111000; // [0.58984375]
  storage[756] =  11'b10010010000; // [0.5703125]
  storage[757] =  11'b10010101000; // [0.58203125]
  storage[758] =  11'b10010111000; // [0.58984375]
  storage[759] =  11'b10011001000; // [0.59765625]
  storage[760] =  11'b10011011000; // [0.60546875]
  storage[761] =  11'b10011100000; // [0.609375]
  storage[762] =  11'b10011111000; // [0.62109375]
  storage[763] =  11'b10100000000; // [0.625]
  storage[764] =  11'b10100001000; // [0.62890625]
  storage[765] =  11'b10100010000; // [0.6328125]
  storage[766] =  11'b10100100000; // [0.640625]
  storage[767] =  11'b10100100000; // [0.640625]
  storage[768] =  11'b10011001000; // [0.59765625]
  storage[769] =  11'b01101000000; // [0.40625]
  storage[770] =  11'b01101100000; // [0.421875]
  storage[771] =  11'b10000011000; // [0.51171875]
  storage[772] =  11'b10001101000; // [0.55078125]
  storage[773] =  11'b01111010000; // [0.4765625]
  storage[774] =  11'b01111101000; // [0.48828125]
  storage[775] =  11'b10001111000; // [0.55859375]
  storage[776] =  11'b10010100000; // [0.578125]
  storage[777] =  11'b10011000000; // [0.59375]
  storage[778] =  11'b10011101000; // [0.61328125]
  storage[779] =  11'b10011101000; // [0.61328125]
  storage[780] =  11'b10011011000; // [0.60546875]
  storage[781] =  11'b10011001000; // [0.59765625]
  storage[782] =  11'b10010111000; // [0.58984375]
  storage[783] =  11'b10010110000; // [0.5859375]
end
endmodule

image Dear sir, Thanks for your code ,it is really helpful for me ,but I have a doubt in convert_image_for_testbench.py codes I have to give test image number as 2 ,but default it is 0 ,i don't have idea to change the code for giving test image as 2 , could you please help me to solve this problem.

ECEVLSIWorld commented 1 year ago

Dear sir, Thanks for your code ,it is really helpful for me ,but I have a doubt in convert_image_for_testbench.py codes I have to give test image number as 2 ,but default it is 0 ,i don't have idea to change the code for giving test image as 2 , could you please help me to solve this problem.