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tensorflow/compiler/mlir/tensorflow/tests/replicate_tensor_list_init_ops.mlir

  %while:1 = "tf.WhileRegion"(%tl) ({
    ^bb0(%barg1: tensor<!tf_type.variant<tensor<?x1xf32>>>): // no predeceessors
      %cond = "tf.false"():()-> tensor<i1>
      "tf.Yield"(%cond) : (tensor<i1>) -> ()
  }, {
    ^bb0(%barg1: tensor<!tf_type.variant<tensor<?x1xf32>>>): // no predeceessors
    "tf.Yield"(%barg1) : (tensor<!tf_type.variant<tensor<?x1xf32>>>) -> ()

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- Last Modified: Sun Jan 22 17:28:34 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/tfl_while_outline.mlir

  %0:2 = "tfl.while"(%cst0, %cst1) ({
    ^bb0(%arg2: tensor<*xi32>, %arg3: tensor<*xf32>):
      // CHECK: call @WhileOp_cond
      // CHECK-SAME: (tensor<*xi32>, tensor<*xf32>)
      %cst_0 = arith.constant dense<0> : tensor<i32>
      %1 = "tfl.greater"(%arg2, %cst_0) : (tensor<*xi32>, tensor<i32>) -> tensor<i1>
      "tfl.yield"(%1) : (tensor<i1>) -> ()
  },  {
    ^bb0(%arg2: tensor<*xi32>, %arg3: tensor<*xf32>):

Registered: Sun Jun 16 05:45:23 UTC 2024

- Last Modified: Thu May 02 09:41:17 UTC 2024

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/quantization/tensorflow/tests/tf_to_quant.mlir

// CHECK:  %[[dq:.*]] = "quantfork.dcast"(%[[q]])
// CHECK:  return %[[dq]]
}

// CHECK-LABEL: fakeQuantForActivation
func.func @fakeQuantForActivation(tensor<8xf32>) -> (tensor<8xf32>) {
^bb0(%arg0: tensor<8xf32>):
  %arg1 = arith.constant dense<0.0> : tensor<f32>
  %arg2 = arith.constant dense<255.0> : tensor<f32>

Registered: Sun Jun 16 05:45:23 UTC 2024

- Last Modified: Mon Oct 30 06:52:55 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/quantization/tensorflow/tests/tf_to_quant_4bit.mlir

// CHECK:  %[[dq:.*]] = "quantfork.dcast"(%[[q]])
// CHECK:  return %[[dq]]
}

// CHECK-LABEL: fakeQuantForActivation
func.func @fakeQuantForActivation(tensor<8xf32>) -> (tensor<8xf32>) {
^bb0(%arg0: tensor<8xf32>):
  %arg1 = arith.constant dense<0.0> : tensor<f32>
  %arg2 = arith.constant dense<15.0> : tensor<f32>

Registered: Sun Jun 16 05:45:23 UTC 2024

- Last Modified: Mon Oct 30 06:52:55 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/prepare-tf-fake-quant.mlir

// CHECK:  %[[dq:.*]] = "tfl.dequantize"(%[[q]])
// CHECK:  return %[[dq]]
}

// CHECK-LABEL: fakeQuantForActivation
func.func @fakeQuantForActivation(tensor<8xf32>) -> (tensor<8xf32>) {
^bb0(%arg0: tensor<8xf32>):
  %arg1 = arith.constant dense<0.0> : tensor<f32>
  %arg2 = arith.constant dense<255.0> : tensor<f32>

Registered: Sun Jun 16 05:45:23 UTC 2024

- Last Modified: Thu May 02 09:41:17 UTC 2024

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tensorflow/tests/tpu-variable-runtime-reformatting.mlir

       // CHECK: ^bb
       // CHECK: "tf.Yield"
       ^bb0(%carg0: tensor<i32>):
          %c0 = "tf.Const"() {value = dense<0> : tensor<i32>} : () -> tensor<i32>
          %c1 = "tf.GreaterEqual"(%carg0, %0) {T = i32, device = ""} : (tensor<i32>, tensor<i32>) -> tensor<i1>
          "tf.Yield"(%c1) : (tensor<i1>) -> ()
      }, {
       // Body region
       // CHECK: ^bb0
       ^bb0(%barg0: tensor<i32>):

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/prepare-tf-fake-quant-4bit.mlir

// CHECK:  %[[dq:.*]] = "tfl.dequantize"(%[[q]])
// CHECK:  return %[[dq]]
}

// CHECK-LABEL: fakeQuantForActivation
func.func @fakeQuantForActivation(tensor<8xf32>) -> (tensor<8xf32>) {
^bb0(%arg0: tensor<8xf32>):
  %arg1 = arith.constant dense<0.0> : tensor<f32>
  %arg2 = arith.constant dense<15.0> : tensor<f32>

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tensorflow/tests/localize_var_handles.mlir

    %0, %1, %2 = "tf.WhileRegion"(%a, %b, %arg0) ({
      ^bb0(%ca: tensor<f32>, %cb: tensor<f32>, %cc: !res):
      %cond = builtin.unrealized_conversion_cast to tensor<i1>
      "tf.Yield"(%cond, %ca, %cb, %cc) : (tensor<i1>, tensor<f32>, tensor<f32>, !res) -> ()
    }, {
      ^bb0(%ba: tensor<f32>, %bb: tensor<f32>, %bc: !res):
      "tf.Yield"(%ba, %bb, %bc) : (tensor<f32>, tensor<f32>, !res) -> ()

Registered: Sun Jun 16 05:45:23 UTC 2024

- Last Modified: Wed Aug 23 21:12:02 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/get-arithmetic-count.mlir

// RUN: tf-opt -split-input-file -verify-diagnostics -tfl-get-arithmetic-count %s | FileCheck %s

func.func @testConv2D(tensor<256x32x32x3xf32>, tensor<16x3x3x3xf32>, tensor<16xf32>) -> tensor<256x32x32x16xf32> {
^bb0(%arg0: tensor<256x32x32x3xf32>, %arg1: tensor<16x3x3x3xf32>, %arg2: tensor<16xf32>):
  // CHECK: _arithmetic_count = 230686720 : i64

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/flatbuffer2mlir/unranked_function_output.mlir

// CHECK:   %0 = "tfl.while"(%arg0) ({
// CHECK:   ^bb0(%arg1: tensor<*xf32>):
// CHECK:     %[[RES0:.*]] = func.call @cond(%arg1) : (tensor<*xf32>) -> tensor<*xf32>
// CHECK:     "tfl.yield"(%[[RES0]]) : (tensor<*xf32>) -> ()
// CHECK:   },  {
// CHECK:   ^bb0(%arg1: tensor<*xf32>):
// CHECK:     %[[RES1:.*]] = func.call @body(%arg1) : (tensor<*xf32>) -> tensor<*xf32>

Registered: Sun Jun 16 05:45:23 UTC 2024

- Last Modified: Wed May 11 07:12:22 UTC 2022

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