// CHECK:  return
}

func.func @tile(tensor<2x3xf32>, tensor<2xi32>) -> tensor<2x6xf32> {
^bb0(%arg0: tensor<2x3xf32>, %arg1: tensor<2xi32>):
  %cst = "tf.Const"() { value = dense<[1, 2]> : tensor<2xi32> } : () -> tensor<2xi32>
  %0 = "tf.Tile"(%arg0, %cst) : (tensor<2x3xf32>, tensor<2xi32>) -> tensor<2x6xf32>
  func.return %0 : tensor<2x6xf32>

  // CHECK-LABEL: tile

    func.return
  }
  func.func @computation(%arg0: tensor<i32>) -> tensor<i32> {
    func.return %arg0: tensor<i32>
  }
}

// -----

// Test `tf_device.cluster_func` on TPU with pre-split tile sharded input/
// output using `tf.TPUPartitionedInputV2` and `tf.TPUPartitionedOutputV2`.

  %cst = arith.constant dense <[2, 3, 4]> : tensor<3xi32>
  %0 = "tf.Tile"(%arg0, %cst) : (tensor<2x3x?xf32>, tensor<3xi32>) -> tensor<4x9x?xf32>
  func.return
}

// -----

func.func @testTileMultipleNotRank1(%arg0: tensor<2x3xf32>, %arg1: tensor<1x1xi32>) {
  // expected-error @+1 {{expected multiples to be rank 1, got rank = 2}}
  %0 = "tf.Tile"(%arg0, %arg1) : (tensor<2x3xf32>, tensor<1x1xi32>) -> tensor<2x3xf32>

        /*scale=*/1.0 / (1<<(bit_width-1)), /*zero_point=*/0);
  }
  }];
}

def TFL_TileOp: TFL_Op<"tile", [
    Pure,
    SameOperandsAndResultsScale,
    QuantizableResult,
    PredOpTrait<"input and output must have same element type",
      TFL_TCresVTEtIsSameAsOp<0, 0>>]> {
  let summary = "Tile operator.";
  let description = [{
    Constructs a tensor by tiling a given tensor.

  func.return %0#0 : tensor<? x f32>
}

// -----

// CHECK-LABEL: testTileF32
func.func @testTileF32(%arg0: tensor<4 x 1 x f32>, %arg1: tensor<4 x i32>) -> tensor<? x f32> {
  // CHECK: "tfl.tile"(%arg0, %arg1)
  %0 = "tfl.tile"(%arg0, %arg1): (tensor<4 x 1 x f32>, tensor<4 x i32>) -> tensor<? x f32>
  func.return %0 : tensor<? x f32>
}

// -----

func.func @testEluI32(%arg0: tensor<? x i32>) -> tensor<? x i32> {

	EM_MICROBLAZE    Machine = 189 /* Xilinx MicroBlaze 32-bit RISC soft processor core */
	EM_CUDA          Machine = 190 /* NVIDIA CUDA architecture */
	EM_TILEGX        Machine = 191 /* Tilera TILE-Gx multicore architecture family */
	EM_CLOUDSHIELD   Machine = 192 /* CloudShield architecture family */
	EM_COREA_1ST     Machine = 193 /* KIPO-KAIST Core-A 1st generation processor family */

}

// CHECK-LABEL: testTileMultiplesAllOnes
func.func @testTileMultiplesAllOnes(%arg0: tensor<2x3xf32>) -> tensor<2x3xf32> {
  %cst = arith.constant dense <[1, 1]> : tensor<2xi32>
  // CHECK: return %arg0
  %0 = "tf.Tile"(%arg0, %cst) : (tensor<2x3xf32>, tensor<2xi32>) -> tensor<2x3xf32>
  func.return %0: tensor<2x3xf32>
}

// CHECK-LABEL: func @testStaticAndIdenticalTypeForEqualOp

118,"touches":1,"min_t":1236205616,"max_t":1236205616,"mean_t":1236205616},{"name":"coords-units-02-b-expected.png","kids":[],"cl_weight":0.0015634355156012897,"touches":3,"min_t":1228948796,"max_t":1236205616,"mean_t":1231544399},{"name":"filters-tile-01-b-expected.checksum","kids":[],"cl_weight":0.0015634355156012897,"touches":3,"min_t":1228948796,"max_t":1236205616,"mean_t":1231544399},{"name":"struct-image-06-t-expected.checksum","kids":[],"cl_weight":0.0015634355156012897,"touches":3,"min_t...