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tensorflow/compiler/mlir/quantization/stablehlo/tests/passes/quantize/quantize_weight_only.mlir

    %cst = stablehlo.constant dense<3.000000e-01> : tensor<2x3xf32>
    %0 = "quantfork.qcast"(%cst) : (tensor<2x3xf32>) -> tensor<2x3x!quant.uniform<i8:f32, 6.000000e-03>>
    %1 = "quantfork.dcast"(%0) : (tensor<2x3x!quant.uniform<i8:f32, 6.000000e-03>>) -> tensor<2x3xf32>

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

- Last Modified: Tue May 14 17:10:32 UTC 2024

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/tfr/tests/canonicalize.mlir

func.func @quant_raw_data(%arg0: tensor<1x10x!quant.uniform<i8:f32, 0.1:1>>) -> tensor<1x10x!quant.uniform<i8:f32, 0.2:2>> {
  %0 = "tfr.cast"(%arg0) : (tensor<1x10x!quant.uniform<i8:f32, 0.1:1>>) -> !tfr.tensor
  %1 = tfr.quant_raw_data(%0) : (!tfr.tensor) -> !tfr.tensor
  %2 = tfr.call @tf__risc(%1) : (!tfr.tensor) -> !tfr.tensor
  %3 = "tfr.cast"(%2) : (!tfr.tensor) -> tensor<1x10x!quant.uniform<i8:f32, 0.3:3>>

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/tf2xla/tests/legalize-tf-quant.mlir

  // CHECK: %[[CONVERT_3:.*]] = mhlo.bitcast_convert %[[REQUANTIZE]] : (tensor<4x!quant.uniform<i8:f32, 2.000000e+00:5>>) -> tensor<4xi8>
  // CHECK: %[[CONVERT_4:.*]] = mhlo.bitcast_convert %[[CONVERT_3]] : (tensor<4xi8>) -> tensor<4x!quant.uniform<i8:f32, 2.000000e+00:5>>

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

- Last Modified: Thu May 09 01:25:29 UTC 2024

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/prepare-quantize-post-training-16bits.mlir

// CHECK-DAG: %[[input_1:.*]] = "tfl.dequantize"({{.*}}) : (tensor<1x1x!quant.uniform<i8<-127:127>:f32, 7.8740158653634745E-4>>) -> tensor<1x1xf32>
// CHECK-DAG: %[[input_2:.*]] = "tfl.dequantize"({{.*}}) : (tensor<1x1x!quant.uniform<i8<-127:127>:f32, 0.0015748031730726949>>) -> tensor<1x1xf32>
// CHECK-DAG: %[[input_3:.*]] = "tfl.dequantize"({{.*}}) : (tensor<1x1x!quant.uniform<i8<-127:127>:f32, 0.0023622048182750312>>) -> tensor<1x1xf32>

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/quantization/stablehlo/tests/bridge/verify-quant-legalization.mlir

func.func @illegal_mhlo_uniform_quantize(%arg0: tensor<?x?xf32>) -> tensor<?x?x!quant.uniform<i8:f32, 1.000000e+00:3>> {
  // expected-error@+1 {{'mhlo.uniform_quantize' op is illegal as it is a UQ op or contains uq/qint types}}
  %0 = mhlo.uniform_quantize %arg0 : (tensor<?x?xf32>) -> tensor<?x?x!quant.uniform<i8:f32, 1.000000e+00:3>>
  return %0 : tensor<?x?x!quant.uniform<i8:f32, 1.000000e+00:3>>
}

// -----

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

- Last Modified: Fri Aug 18 18:54:14 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/tests/quantize_composite_functions.mlir

    %1 = "quantfork.dcast"(%0) : (tensor<2x2x3x2x!quant.uniform<i8<-127:127>:f32:3, {4.000000e-03,5.000000e-03}>>) -> tensor<*xf32>
    %2 = "quantfork.qcast"(%arg0) : (tensor<1x2x2x3xf32>) -> tensor<1x2x2x3x!quant.uniform<i8:f32, 8.000000e-03>>
    %3 = "quantfork.dcast"(%2) : (tensor<1x2x2x3x!quant.uniform<i8:f32, 8.000000e-03>>) -> tensor<*xf32>

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

- Last Modified: Mon Nov 06 01:23:21 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/experimental/tac/tests/raise-target-subgraphs.mlir

  func.return %5: tensor<2x1x!quant.uniform<i8:f32, 0.003:-128>>
}

// CHECK:   func @quantizedOpOnly(%[[VAL_0:.*]]: tensor<1x!quant.uniform<i8:f32, 3.000000e-03:-128>>, %[[VAL_1:.*]]: tensor<1x!quant.uniform<i8:f32, 3.000000e-03:-128>>) -> tensor<2x1x!quant.uniform<i8:f32, 3.000000e-03:-128>> {

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/quantization/stablehlo/tests/passes/insert_weight_param.mlir

// CHECK: %[[Q:.+]] = "quantfork.qcast"(%[[CST]]) : (tensor<2x3x3x2xf32>) -> tensor<2x3x3x2x!quant.uniform<i8<-127:127>:f32, 0.0023622048182750312>>
// CHECK: %[[DQ:.+]] = "quantfork.dcast"(%[[Q]]) : (tensor<2x3x3x2x!quant.uniform<i8<-127:127>:f32, 0.0023622048182750312>>) -> tensor<2x3x3x2xf32>
// CHECK: %[[CALL:.+]] = "tf.XlaCallModule"(%[[ARG_0]], %[[DQ]])

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

- Last Modified: Thu May 09 05:56:10 UTC 2024

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github.com/golang/go

src/cmd/compile/internal/test/abiutils_test.go

	// func(p1 int6, p2 s, p3 int64)
	//   (r1 s, r2 int8, r3 int32) {
	i8 := types.Types[types.TINT8]
	i16 := types.Types[types.TINT16]
	i32 := types.Types[types.TINT32]
	i64 := types.Types[types.TINT64]
	s := mkstruct(i8, i8, mkstruct(), i8, i16)
	ft := mkFuncType(nil, []*types.Type{i8, s, i64},
		[]*types.Type{s, i8, i32})

	exp := makeExpectedDump(`
        IN 0: R{ I0 } spilloffset: 0 typ: int8

Registered: Wed Jun 12 16:32:35 UTC 2024

- Last Modified: Wed Oct 04 15:11:40 UTC 2023

- 14.2K bytes

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/tests/prepare-quantize-post-training.mlir

// CHECK-DAG: %[[input_0:.*]] = "tfl.dequantize"({{.*}}) : (tensor<1x1x5x!quant.uniform<i8:f32, 0.010588235481112611:-15>>) -> tensor<1x1x5xf32>
// CHECK-DAG: %[[input_1:.*]] = "tfl.dequantize"({{.*}}) : (tensor<2x5x!quant.uniform<i8<-127:127>:f32, 0.011122002376346137>>) -> tensor<2x5xf32>
// CHECK-DAG: %[[input_2:.*]] = "tfl.dequantize"({{.*}}) : (tensor<2x5x!quant.uniform<i8<-127:127>:f32, 0.018341723389512912>>) -> tensor<2x5xf32>

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

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

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