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  2. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/modify_io_nodes.mlir 

      %4 = "tfl.reshape"(%3, %cst) : (tensor<1x112x112x32x!quant.uniform<i8:f32, 0.023528476789885875>>, tensor<2xi32>) -> tensor<1x401408x!quant.uniform<i8:f32, 0.023528476789885875>>
  %5 = "tfl.softmax"(%4) <{beta = 1.000000e+00 : f32}> : (tensor<1x401408x!quant.uniform<i8:f32, 0.023528476789885875>>) -> tensor<1x401408x!quant.uniform<i8:f32, 3.906250e-03>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 19.9K bytes
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  3. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/stablehlo/tests/passes/merge-fusion-with-dequantize.mlir 

        %1 = stablehlo.uniform_quantize %0 : (tensor<1x3x!quant.uniform<i32:f32:1, {3.000000e-05,3.000000e-05,3.000000e-05}>>) -> tensor<1x3x!quant.uniform<i8:f32, 1.000000e-03:-3>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Apr 04 23:45:53 UTC 2024
    - 14K bytes
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  4. github.com/tensorflow/tensorflow

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

        %6 = "quantfork.dcast"(%5) : (tensor<1x3x!quant.uniform<i8:f32, 0.13170163023705575:-1>>) -> tensor<1x3xf32>
    %7 = "quantfork.qcast"(%arg2) {volatile} : (tensor<f32>) -> tensor<!quant.uniform<i8:f32, 0.13170163023705575:-1>>
    %8 = "quantfork.dcast"(%7) : (tensor<!quant.uniform<i8:f32, 0.13170163023705575:-1>>) -> tensor<f32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Tue May 14 17:10:32 UTC 2024
    - 35.4K bytes
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  5. github.com/tensorflow/tensorflow

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

        // CHECK: %[[MAX:.*]] = stablehlo.maximum %[[ARG1]], %[[ARG2]] : tensor<!quant.uniform<i8:f32, 3.000000e-01:1>>
    // CHECK: stablehlo.return %[[MAX]] : tensor<!quant.uniform<i8:f32, 3.000000e-01:1>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Apr 18 20:32:46 UTC 2024
    - 18.9K bytes
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  6. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/tf2xla/tests/legalize-tf-communication.mlir 

        "mhlo.return"(%0, %1) : (tensor<f32>, tensor<f32>) -> ()
  },  {
    "mhlo.return"(%0, %1) : (tensor<f32>, tensor<f32>) -> ()
  // CHECK:      (tensor<i1>) -> (tensor<f32>, tensor<f32>, !mhlo.token)
  }) : (tensor<i1>) -> (tensor<f32>, tensor<f32>)

  // CHECK:      [[IF_SUBTUPLE_RESULT:%.*]] = mhlo.tuple [[IF]]#0, [[IF]]#1
  %3 = "mhlo.tuple"(%2#0, %2#1) : (tensor<f32>, tensor<f32>) -> tuple<tensor<f32>, tensor<f32>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Feb 08 18:24:20 UTC 2024
    - 38.3K bytes
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  7. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/experimental/tac/tests/pick-subgraphs.mlir 

        func.return %0 : tensor<100x!quant.uniform<i8:f32, 2.000000e-01:-3>>
  }
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 24.3K bytes
    - Viewed (0)
  8. github.com/tensorflow/tensorflow

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

      %scales = "tf.Const"() { value = dense<1.0> : tensor<f32> } : () -> tensor<f32>
  %zps = "tf.Const"() { value = dense<3> : tensor<i32> } : () -> tensor<i32>

  // CHECK: %[[QUANTIZE:.*]] = mhlo.uniform_quantize %arg0 : (tensor<2xf32>) -> tensor<2x!quant.uniform<i8:f32, 1.000000e+00:3>>
  // CHECK: %[[CONVERT_1:.*]] = mhlo.bitcast_convert %[[QUANTIZE]] : (tensor<2x!quant.uniform<i8:f32, 1.000000e+00:3>>) -> tensor<2xi8>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 09 01:25:29 UTC 2024
    - 37.3K bytes
    - Viewed (0)
  9. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/experimental/tac/tests/fold-constants-to-subgraph.mlir 

      %2 = func.call @quantization_test(%arg0, %0, %1) {tac.interface_name = "func1"} : (tensor<384x512x!quant.uniform<i8:f32, 0.1>>, tensor<128x512x!quant.uniform<i8<-127:127>:f32, 0.01>>, tensor<128x!quant.uniform<i32:f32, 0.7>>) -> tensor<384x128x!quant.uniform<i8:f32, 0.09:-4>>
  func.return %2 : tensor<384x128x!quant.uniform<i8:f32, 0.09:-4>>
}

// PARTIAL-LABEL: @quantization_test
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 10.5K bytes
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  10. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/const-fold.mlir 

      %13 = "tfl.square"(%6) : (tensor<f32>) -> tensor<f32>

  func.return %7, %8, %9, %10, %11, %12, %13 : tensor<f32>, tensor<f32>, tensor<f32>, tensor<f32>, tensor<f32>, tensor<f32>, tensor<f32>
}

// CHECK-LABEL: @max_with_neg_f32_max_val
// CHECK-SAME: (%[[ARG0:.+]]: tensor<f32>)
func.func @max_with_neg_f32_max_val(%arg0 : tensor<f32>) -> (tensor<f32>, tensor<f32>) {
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 45.8K bytes
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  11. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/stablehlo/tests/optimize.mlir 

    // CHECK-LABEL: testDotToDotGeneralVectorVector
func.func @testDotToDotGeneralVectorVector(%arg0: tensor<3072xf32>, %arg1: tensor<3072xf32>) -> tensor<f32> {
  %0 = "mhlo.dot"(%arg0, %arg1) : (tensor<3072xf32>, tensor<3072xf32>) -> tensor<f32>
  func.return %0 : tensor<f32>

// CHECK:      %[[RES:.*]] = "mhlo.dot_general"(%arg0, %arg1) <{
// CHECK-SAME:   dot_dimension_numbers = #mhlo.dot<
// CHECK-SAME:     lhs_contracting_dimensions = [0],
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Sat Apr 06 15:32:52 UTC 2024
    - 22.7K bytes
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