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tensorflow/compiler/mlir/lite/stablehlo/tests/legalize-skip-partitioned-calls.mlir

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tensorflow/compiler/mlir/lite/stablehlo/tests/legalize-skip-quantization-ops.mlir

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tensorflow/compiler/mlir/lite/stablehlo/tests/legalize-tfl-stablehlo-add.mlir

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tensorflow/compiler/mlir/lite/stablehlo/tests/legalize-tfl-stablehlo-clamp.mlir

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tensorflow/compiler/mlir/tf2xla/tests/legalize-tf-with-tf2xla-hlo-importer.mlir

// RUN: tf-opt "-xla-legalize-tf=device-type=XLA_CPU_JIT prefer-tf2xla=true use-tf2xla-fallback=true" %s -verify-diagnostics -mlir-disable-threading  | FileCheck %s

module attributes {tf.versions = {bad_consumers = [], min_consumer = 0 : i32, producer = 268 : i32}} {
  // CHECK-LABEL: binary_op
  func.func @binary_op(%arg0: tensor<2xf32>, %arg1: tensor<2xf32>) -> tensor<2xf32> {
    // CHECK: mhlo.atan2

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tf2xla/transforms/xla_legalize_tf_passes.td

include "mlir/Pass/PassBase.td"

def LegalizeTF : Pass<"xla-legalize-tf", "ModuleOp"> {
  let summary = "Legalize from TF dialect's or HLO dialect's control flow.";

  let description = [{
    Legalizes from TF dialect to HLO dialect. When allow_partial_conversion is
    false, emits an error if there is any operation that can't be legalized.
    When `tf2xla_fallback_device_type` is not `None`, also uses legalization

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/stablehlo/transforms/passes.td

  ];
}

def LegalizeHloToTfPass : Pass<"tf-legalize-hlo", "ModuleOp"> {
  let summary = "Legalize from MHLO to the TF dialect";
  let dependentDialects = ["TF::TensorFlowDialect"];
  let constructor = "mlir::odml::CreateLegalizeHloToTfPass()";
}

def LegalizeHloToTfLitePass : Pass<"tfl-legalize-hlo", "mlir::ModuleOp"> {
  let summary = "Legalize from MHLO to the TFLite dialect";

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tf2xla/tests/BUILD

    name = "all_tests",
    data = [":test_utilities"],
    driver = "@llvm-project//mlir:run_lit.sh",
    size_override = {
        "legalize-tf-binary-elementwise.mlir": "medium",
        "legalize-tf-include-tf2xla-fallback.mlir": "medium",
        "legalize-tf-prefer-tf2xla.mlir": "medium",
        "legalize-tf.mlir": "medium",
    },
    test_file_exts = [
        "mlir",
        "hlotxt",
    ],
)

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tf2xla/transforms/tf_xla_passes.td

def LegalizeTFCommunicationPass : Pass<"xla-legalize-tf-communication", "ModuleOp"> {
  let summary = "Legalize TF/XLA communication ops (TensorFlow dialect) to the HLO "
           "dialect";
  let dependentDialects = ["mhlo::MhloDialect", "sparse_tensor::SparseTensorDialect"];
  let constructor = "::mlir::mhlo::CreateLegalizeTFCommunicationPass()";
  let description = [{
    A pass that legalizes TF/XLA communication ops, propagates their respective

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tf2xla/tests/verify-tfxla-legalization.mlir

  // expected-error @+1 {{Could not legalize op: tf.Const}}
  %cst_0 = "tf.Const"() {value = dense<(1.000000e+00,1.000000e+00)> : tensor<8x64x128xcomplex<f32>>} : () -> tensor<8x64x128xcomplex<f32>>
  // expected-error @+1 {{Could not legalize op: tf.XlaEinsum}}

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