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tensorflow/compiler/mlir/quantization/tensorflow/utils/fake_quant_utils.h

  }
};

// Inserts a "quant.qcast" and "quant.dcast" op pair (QDQs) in place of the
// tf.FakeQyantWithMinMax{Vars|VarsPerChannel|Args}Op
// before the op being constant folded. Since the constant
// folding logic will use a "arith.constant" op to replace the
// "tf.FakeQuantWithMinMaxVarsOp", the "quant.qcast" op is used to preserve
// the quantization parameters as a TypeAttr and "quant.dcast" op used to

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/tests/lift_quantizable_spots_as_functions_xla.mlir

  %0 = "quantfork.qcast"(%arg0) : (tensor<1x3x4x3xf32>) -> tensor<1x3x4x3x!quant.uniform<i8:f32, 0.0011764706057660721:-43>>
  %1 = "quantfork.dcast"(%0) : (tensor<1x3x4x3x!quant.uniform<i8:f32, 0.0011764706057660721:-43>>) -> tensor<1x3x4x3xf32>
  %q_w = "quantfork.qcast"(%cst) : (tensor<2x3x3x2xf32>) -> tensor<2x3x3x2x!quant.uniform<i8:f32, 0.0125:-24>>

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/utils/fake_quant_utils.cc

// Removes the wrapper of the tf.FakeQuant* ops and creates the quant.qcast
// and quant.dcast pairs before tf.FakeQuant* ops are being foled.
LogicalResult ConvertFakeQuantOps(func::FuncOp func, MLIRContext* ctx,
                                  bool use_fake_quant_num_bits) {
  OpBuilder builder(func);

  // Insert the quant.qcast/quant.dcast ops in place of the tf.FakeQuant* ops to
  // preserve the quantization parameters.

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github.com/tensorflow/tensorflow

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>

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/tests/prepare_quantize_drq_per_channel.mlir

  }

// CHECK-LABEL: func @matmul
// CHECK-DAG: %[[CONST:.*]] = arith.constant dense<0.000000e+00> : tensor<2x1024xf32>
// CHECK: %0 = "quantfork.qcast"(%[[CONST]]) : (tensor<2x1024xf32>) -> tensor<2x1024x!quant.uniform<i8<-127:127>:f32, 3.9370078740157481E-9>>
// CHECK: %1 = "quantfork.dcast"(%0) : (tensor<2x1024x!quant.uniform<i8<-127:127>:f32, 3.9370078740157481E-9>>) -> tensor<2x1024xf32>

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/tests/prepare_quantize_drq.mlir

  }

// CHECK-LABEL: func @matmul
// CHECK-DAG: %[[CONST:.*]] = arith.constant dense<0.000000e+00> : tensor<2x1024xf32>
// CHECK: %0 = "quantfork.qcast"(%[[CONST]]) : (tensor<2x1024xf32>) -> tensor<2x1024x!quant.uniform<i8<-127:127>:f32, 3.9370078740157481E-9>>
// CHECK: %1 = "quantfork.dcast"(%0) : (tensor<2x1024x!quant.uniform<i8<-127:127>:f32, 3.9370078740157481E-9>>) -> tensor<2x1024xf32>

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github.com/gradle/gradle

platforms/core-runtime/stdlib-java-extensions/src/main/java/org/gradle/internal/Cast.java

     *
     * @param outputType The type to cast the input to
     * @param object The object to be cast (must not be {@code null})
     * @param <O> The type to be cast to
     * @param <I> The type of the object to be vast
     * @return The input object, cast to the output type
     */
    public static <O, I> O cast(Class<O> outputType, I object) {
        try {

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github.com/gradle/gradle

platforms/core-configuration/kotlin-dsl/src/main/kotlin/org/gradle/kotlin/dsl/support/Cast.kt

Paul Merlin <******@****.***> 1690890212 +0200

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/stablehlo/tests/passes/prepare_quantize/prepare_quantize.mlir

  // CHECK-NOT: %[[q0:.*]] = "quantfork.qcast"(%[[cst0]])
  // CHECK-NOT: %[[q1:.*]] = "quantfork.qcast"(%[[cst1]])
  // CHECK: %[[q2:.*]] = "quantfork.qcast"(%[[cst2]])
  // CHECK-SAME: quant.uniform<i8:f32, 0.023529411764705882:-128>
  // CHECK: %[[dq2:.*]] = "quantfork.dcast"(%[[q2]])
  // CHECK-SAME: quant.uniform<i8:f32, 0.023529411764705882:-128>
  // CHECK: %[[q3:.*]] = "quantfork.qcast"(%[[cst3]])

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github.com/tensorflow/tensorflow

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

   %1 = "quantfork.qcast"(%0) {volatile} : (tensor<2x3xf32>) -> tensor<2x3x!quant.uniform<i8<-127:127>:f32, 5.000000e-03>>
   %2 = "quantfork.dcast"(%1) : (tensor<2x3x!quant.uniform<i8<-127:127>:f32, 5.000000e-03>>) -> tensor<2x3xf32>
   %3 = "quantfork.qcast"(%arg0) {volatile} : (tensor<1x2xf32>) -> tensor<1x2x!quant.uniform<i8:f32, 6.000000e-03:-128>>

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