{name: "IsInBounds", argLength: 2, typ: "Bool"},      // 0 <= arg0 < arg1. arg1 is guaranteed >= 0.
	{name: "IsSliceInBounds", argLength: 2, typ: "Bool"}, // 0 <= arg0 <= arg1. arg1 is guaranteed >= 0.
	{name: "NilCheck", argLength: 2, nilCheck: true},     // arg0=ptr, arg1=mem. Panics if arg0 is nil. Returns the ptr unmodified.

	// Pseudo-ops
	{name: "GetG", argLength: 1, zeroWidth: true}, // runtime.getg() (read g pointer). arg0=mem

		//arg0=ptr,arg1=mem, returns void.  Faults if ptr is nil.
		{name: "LoweredNilCheck", argLength: 2, reg: regInfo{inputs: []regMask{gp | sp | sb}, clobbers: tmp}, clobberFlags: true, nilCheck: true, faultOnNilArg0: true},
		// Round ops to block fused-multiply-add extraction.
		{name: "LoweredRound32F", argLength: 1, reg: fp11, resultInArg0: true, zeroWidth: true},

// RUN: tf-opt %s -tfl-prepare-quantize-dynamic-range -tfl-quantize="enable-dynamic-range-quantization=true enable-weight-only-quantization=true" | FileCheck --check-prefix=PerChannelWeightOnly %s
// RUN: tf-opt %s -tfl-prepare-quantize-dynamic-range="enable-dynamic-range-per-channel-quantization=false" -tfl-quantize="enable-dynamic-range-quantization=true" | FileCheck --check-prefix=PerTensor %s

        Assume.assumeFalse("cannot use the file APIs in restricted DSL", isRestrictedDsl())

        def configurationCache = newConfigurationCacheFixture()

        UndeclaredFileAccess.FileCheck check = fileCheck(testDirectory)
        buildLogicApplication(check)
        def accessedFile = new File(check.filePath)

        when: "the file system entry used in configuration does not exist"

// RUN: tf-quant-opt %s -quant-insert-custom-aggregation-ops='test-case=AVERAGE_MIN_MAX'  -split-input-file | FileCheck --check-prefix=AVERAGE-MIN-MAX-CHECK %s
// RUN: tf-quant-opt %s -quant-insert-custom-aggregation-ops='test-case=HISTOGRAM_PERCENTILE' -split-input-file | FileCheck --check-prefix=HISTOGRAM-PERCENTILE-CHECK %s

// RUN: tf-quant-opt %s -split-input-file -quant-lift-quantizable-spots-as-functions -quant-quantize='target-opset=XLA' -verify-each=false | FileCheck %s

func.func private @conv(%input: tensor<1x3x4x3xf32> {tf._user_specified_name = "input_tensor"}) -> tensor<*xf32> attributes {tf._construction_context = "kEagerRuntime", tf._input_shapes = [#tf_type.shape<1x3x4x3>]} {
  %weight = arith.constant dense_resource<__elided__> : tensor<2x3x3x2xf32>

// RUN: tf-opt %s -tfl-prepare-quantize -tfl-quantize  | FileCheck %s
// RUN: tf-opt %s -tfl-quantize="legacy-quantize=true" | FileCheck --check-prefix=LEGACY %s
// RUN: tf-opt %s -tfl-prepare-quantize -tfl-quantize="ops-blocklist=tfl.fully_connected,tfl.softmax locs-blocklist=Block,NullBlock" | FileCheck --check-prefix=BLOCK %s

// CHECK-LABEL: QuantizeFloatConst
func.func @QuantizeFloatConst() -> tensor<2x2x!quant.uniform<u8:f32, 7.8431372549019615E-4:128>> {

		values.Exp.Mod(priv.D, values.Exp)

		values.R = new(big.Int).Set(r)
		values.Coeff = new(big.Int).ModInverse(r, prime)

		r.Mul(r, prime)
	}
}

const withCheck = true
const noCheck = false

// decrypt performs an RSA decryption of ciphertext into out. If check is true,
// m^e is calculated and compared with ciphertext, in order to defend against
// errors in the CRT computation.

	if err != nil {
		b.Fatal(err)
	}

	instances := make([]map[string]interface{}, 0, b.N)

	b.StartTimer()
	for i := 0; i < b.N; i++ {
		//nolint:staticcheck //iccheck // SA4010 the result of append is never used, it's acceptable since in benchmark testing.
		instances = append(instances, runtime.DeepCopyJSON(obj))
	}
}

func BenchmarkUnmarshal(b *testing.B) {
	b.StopTimer()

// RUN: tf-tfrt-opt -tf-to-tfrt="enable-while-parallel-iterations=true" %s | FileCheck %s --dump-input=fail

// CHECK-LABEL: func @cond_false(%arg0: !tfrt.chain, %arg1: !tfrt_fallback.tf_tensor) -> (!tfrt.chain, !tfrt_fallback.tf_tensor)
func.func @cond_false(%arg0: tensor<i32>) -> tensor<i32> {
  %0 = "tf.Const"() {device = "/device:CPU:0", value = dense<-1> : tensor<i32>} : () -> tensor<i32>