00000220  6f 20 52 6f 6f 74 30 1e  17 0d 31 36 30 31 30 31  |o Root0...160101|
00000230  30 30 30 30 30 30 5a 17  0d 32 35 30 31 30 31 30  |000000Z..2501010|
00000240  30 30 30 30 30 5a 30 1a  31 0b 30 09 06 03 55 04  |00000Z0.1.0...U.|
00000250  0a 13 02 47 6f 31 0b 30  09 06 03 55 04 03 13 02  |...Go1.0...U....|
00000260  47 6f 30 81 9f 30 0d 06  09 2a 86 48 86 f7 0d 01  |Go0..0...*.H....|

000000c0  6f 20 52 6f 6f 74 30 1e  17 0d 31 36 30 31 30 31  |o Root0...160101|
000000d0  30 30 30 30 30 30 5a 17  0d 32 35 30 31 30 31 30  |000000Z..2501010|
000000e0  30 30 30 30 30 5a 30 1a  31 0b 30 09 06 03 55 04  |00000Z0.1.0...U.|
000000f0  0a 13 02 47 6f 31 0b 30  09 06 03 55 04 03 13 02  |...Go1.0...U....|
00000100  47 6f 30 81 9f 30 0d 06  09 2a 86 48 86 f7 0d 01  |Go0..0...*.H....|

00000220  fa 10 e2 59 ec 47 2d 7c  ac da 4e 97 0e 15 a0 6f  |...Y.G-|..N....o|
00000230  d0 02 42 01 4d fc be 67  13 9c 2d 05 0e bd 3f a3  |..B.M..g..-...?.|
00000240  8c 25 c1 33 13 83 0d 94  06 bb d4 37 7a f6 ec 7a  |.%.3.......7z..z|
00000250  c9 86 2e dd d7 11 69 7f  85 7c 56 de fb 31 78 2b  |......i..|V..1x+|
00000260  e4 c7 78 0d ae cb be 9e  4e 36 24 31 7b 6a 0f 39  |..x.....N6$1{j.9|
00000270  95 12 07 8f 2a 16 03 01  00 b4 0c 00 00 b0 03 00  |....*...........|

  // CHECK: %[[CUSTOM_AGGREGATOR_1:.*]], %[[MIN_1:.*]], %[[MAX_1:.*]], %[[HISTOGRAM_1:.*]] = "tf.CustomAggregator"
  // CKECK-SAME: <{calibration_method = 1 : i32, id = "keeping_id", max_percentile = 0.000000e+00 : f32, min_percentile = 0.000000e+00 : f32, num_bins = 0 : i32}>

    %cst = stablehlo.constant dense<3.000000e-01> : tensor<2x3xf32>
    %0 = "quantfork.qcast"(%cst) : (tensor<2x3xf32>) -> tensor<2x3x!quant.uniform<i8:f32, 6.000000e-03>>
    %1 = "quantfork.dcast"(%0) : (tensor<2x3x!quant.uniform<i8:f32, 6.000000e-03>>) -> tensor<2x3xf32>

00000120  2b 01 92 8d f9 4f 5a 3a  53 11 fc 32 52 cc af cd  |+....OZ:S..2R...|
00000130  7b 94 0e 76 10 c2 16 36  2d a4 64 69 1c 05 70 20  |{..v...6-.di..p |
00000140  0d 23 cd 4a 33 c5 c7 db  db 0f f8 b6 42 0c 83 0a  |.#.J3.......B...|
00000150  a1 73 68 fb 87 2c 9d d2  d3 cf d7 3a bb 36 7e 83  |.sh..,.....:.6~.|
00000160  c3 3f bc e2 61 d9 c2 8b  15 a2 cc bf 14 a0 69 f4  |.?..a.........i.|
00000170  22 02 a9 ff 5e 55 37 6e  61 86 71 73 94 2f 7e 50  |"...^U7na.qs./~P|

// CHECK: %[[BITCAST_CONVERT_0:.*]] = stablehlo.bitcast_convert %[[UQ]] : (tensor<1x!quant.uniform<i8:f32, 1.000000e+00:3>>) -> tensor<1xi8>
// CHECK: %[[BITCAST_CONVERT_1:.*]] = stablehlo.bitcast_convert %[[BITCAST_CONVERT_0]] : (tensor<1xi8>) -> tensor<1x!quant.uniform<i8:f32, 1.000000e+00:3>>

  // CHECK-SAME:    <{axis = 1 : i64,
  // CHECK-SAME:      axisStats = dense<{{\[}}[-0.000000e+00, 0.000000e+00],
  // CHECK-SAME:      [-1.000000e+00, 1.000000e+00],
  // CHECK-SAME:      [-2.000000e+00, 2.000000e+00]
  // CHECK-NEXT:    return %[[stat1]] : tensor<40x40xf32>
  // CHECK-NEXT:  }

  // Find the tensors and inject the min and max to the input and output

00000340  91 c5 b2 91 69 a9 4b 2c  a7 0c 24 d6 a9 e7 74 89  |....i.K,..$...t.|
00000350  9e ce 8b 00 72 9a c9 86  8b ca 8d 39 01 a0 71 3e  |....r......9..q>|
00000360  46 ff a6 7d c6 da 0a af  f2 84 c4 01 1c 94 47 22  |F..}..........G"|
00000370  71 16 03 03 00 04 0e 00  00 00                    |q.........|
>>> Flow 3 (client to server)

00000340  bc 50 76 df 24 57 8b a4  ca 87 8a b5 ff c9 13 9e  |.Pv.$W..........|
00000350  d3 9e 2b e1 d4 6f 0c ce  61 83 e9 38 51 04 2e 23  |..+..o..a..8Q..#|
00000360  b4 f8 90 f4 0f 45 93 34  14 f4 ca 4f 13 02 89 16  |.....E.4...O....|
00000370  03 02 00 04 0e 00 00 00                           |........|
>>> Flow 3 (client to server)