// and function name containing conv.

func.func @qdq_for_conv_weight_empty(%arg0: tensor<1x3x2x3xf32>) -> tensor<1x2x2x2xf32> attributes {tf._original_func_name = "main_0"} {
  %cst = "tf.Const"() {value = dense<3.000000e-01> : tensor<2x3x3x2xf32>} : () -> tensor<2x3x3x2xf32>
  %0 = "tf.XlaCallModule"(%arg0, %cst) {
    Sout = [#tf_type.shape<1x2x2x2>], _entry_function = @composite_conv_fn,
    _original_entry_function = "composite_conv_fn",

    func.func @fully_quantized_add(%arg0: tensor<2x!quant.uniform<i8:f32, 1.000000e+00:0>>) -> tensor<2x!quant.uniform<i8:f32, 1.000000e+00:0>> {
      %0 = stablehlo.add %arg0, %arg0 : tensor<2x!quant.uniform<i8:f32, 1.000000e+00:0>>
      return %0 : tensor<2x!quant.uniform<i8:f32, 1.000000e+00:0>>
    }
  )mlir";

  OwningOpRef<ModuleOp> module_op = ParseModuleOpString(kFullyQuantizedAdd);

%arg1, %arg2, %arg3, %arg4, %arg5, %arg6, %arg7, %arg8, %arg9, %arg10, %arg11, %arg12, %arg13, %arg14, %arg15, %arg16, %arg17, %cst0, %cst1, %arg18, %arg19, %arg20, %arg21) ({}) {cell_clip = 0.000000e+00 : f32, fused_activation_function = "NONE", kernel_type = #tfl<lstm_kernel_type_attr FULL>, proj_clip = 0.000000e+00 : f32} : (tensor<1x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4x4xf32>, tensor<4xf32>, tensor<4xf32>,...

00000310  12 cb e5 3b 5b 5c f3 d1  82 19 2e 55 6b 98 05 6e  |...;[\.....Uk..n|
00000320  3c 5e 04 f5 3e df 76 c3  e5 46 e7 a6 bb f7 d4 d5  |<^..>.v..F......|
00000330  e8 fd 20 d3 ce 3e 9d a0  90 9a 10 52 a7 04 c9 e9  |.. ..>.....R....|
00000340  28 6f 3f ff e1 0a 10 d0  25 04 ea e4 84 4c b7 80  |(o?.....%....L..|
00000350  e4 fe a7 a6 da db cc b0  e0 62 80 10 fc 03 16 94  |.........b......|
00000360  f2 dd 0d 3f aa 11 45 af  e3 e4 7b e6 bc d6 75 91  |...?..E...{...u.|

000002e0  b6 4d 5a df 26 e7 4a f1  a8 47 ef af 12 6e 5f 01  |.MZ.&.J..G...n_.|
000002f0  2a 7a 19 1a 45 52 8c 47  d2 53 08 04 00 80 8a 6a  |*z..ER.G.S.....j|
00000300  9d 8b 38 73 da 92 bc f6  05 79 90 af 7a 43 59 62  |..8s.....y..zCYb|
00000310  bc 97 b6 af ef ce 5f 59  07 81 93 bc c5 3c 5f f9  |......_Y.....<_.|
00000320  4e 04 45 74 5e cc 7a 6f  82 7a cf 86 0d 68 c9 35  |N.Et^.zo.z...h.5|
00000330  1d 62 f0 3c ee 77 b5 4c  3a 40 ec 89 fc 97 ff a6  |.b.<.w.L:@......|

  func.func @depthwise_conv(%arg0: tensor<1x3x4x3xf32>) -> (tensor<*xf32>, tensor<*xf32>) {
    %cst_0 = "tf.Const"() {value = dense<0.000000e+00> : tensor<3xf32>} : () -> tensor<3xf32>
    %cst_1 = "tf.Const"() {value = dense<3.000000e+00> : tensor<2x3x3x1xf32>} : () -> tensor<2x3x3x1xf32>
    %cst_2 = "tf.Const"() {value = dense<3.000000e+00> : tensor<2x3x3x2xf32>} : () -> tensor<2x3x3x2xf32>

    %cst = "tf.Const"() {value = dense<[[[[1.600000e-01, 1.000000e-01], [5.100000e-01, 5.400000e-01], [-5.000000e-01, 4.100000e-01]], [[-3.500000e-01, 5.000000e-02], [-0.00999999977, 1.600000e-01], [-4.800000e-01, -2.400000e-01]]], [[[-3.500000e-01, -2.100000e-01], [-1.400000e-01, -2.000000e-02], [4.800000e-01, 3.500000e-01]], [[-1.900000e-01, 3.200000e-01], [0.00999999977, -7.000000e-02], [2.000000e-01, -4.000000e-02]]]]> : tensor<2x2x3x2xf32>} : () -> tensor<2x2x3x2xf32>

		{name: "no fractional seconds", in: DateMicro(1998, time.May, 5, 5, 5, 5, 0, time.UTC), out: []byte("\x58\x1b1998-05-05T05:05:05.000000Z")},    // '1998-05-05T05:05:05.000000Z'
		{name: "nanoseconds truncated", in: DateMicro(1998, time.May, 5, 5, 5, 5, 5050, time.UTC), out: []byte("\x58\x1b1998-05-05T05:05:05.000005Z")}, // '1998-05-05T05:05:05.000005Z'
	} {
		t.Run(fmt.Sprintf("%+v", tc.in), func(t *testing.T) {
			got, err := tc.in.MarshalCBOR()

// CHECK: %[[q0:.*]] = "tfl.quantize"(%arg1) <{qtype = tensor<1x2x!quant.uniform<u8:f32, 1.000000e-01:128>>}> {volatile}
// CHECK: %[[q1:.*]] = "tfl.quantize"(%arg0) <{qtype = tensor<1x2x!quant.uniform<u8:f32, 1.000000e-01:128>>}> {volatile}
// CHECK: %[[cc:.*]] = "tfl.concatenation"(%[[q1]], %[[q0]]) <{axis = 0 : i32, fused_activation_function = "NONE"}>
// CHECK: return %[[cc]] : tensor<2x2x!quant.uniform<u8:f32, 1.000000e-01:128>>

00000300  97 b1 e9 31 37 ea a7 5d  a9 00 ce 85 08 5a b3 ac  |...17..].....Z..|
00000310  ef a6 8d c3 9f a5 ba 97  e8 bc 9f 81 63 77 7b 2e  |............cw{.|
00000320  92 5f 36 a1 00 04 c1 3f  e9 76 bb 58 da aa 03 ba  |._6....?.v.X....|
00000330  cd 11 9b 9a 56 2e 64 53  74 b4 62 00 89 4a 57 0f  |....V.dSt.b..JW.|
00000340  a2 a9 f2 16 17 ab a3 72  3d 16 4d 41 4a df 54 b1  |.......r=.MAJ.T.|