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  2. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/stablehlo/cc/report_test.cc 

          %1 = stablehlo.uniform_quantize %0 : (tensor<1x3x!quant.uniform<i32:f32:1, {6.000000e+0,7.000000e+0,8.000000e+0}>>) -> tensor<1x3x!quant.uniform<i8:f32, 5.000000e+0>>
      return %1 : tensor<1x3x!quant.uniform<i8:f32, 5.000000e+0>>
    }
  )mlir";
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Apr 25 10:10:34 UTC 2024
    - 18.5K bytes
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  3. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/quantize-dynamic-range.mlir 

    // CHECK: %[[dq_w:.*]] = "tfl.dequantize"(%[[q_w]]) : (tensor<64x3x3x3x!quant.uniform<i8<-127:127>:f32, 1.000000e+00>>) -> tensor<64x3x3x3xf32>
// CHECK: %[[emb:.*]] = "tfl.gather"(%[[dq_w]], %arg0)
// CHECK: return %[[emb:.*]]

// PerTensor: %[[q_w:.*]] = "tfl.pseudo_qconst"() <{qtype = tensor<64x3x3x3x!quant.uniform<i8<-127:127>:f32, 1.000000e+00>>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 23 21:09:00 UTC 2024
    - 23.2K bytes
    - Viewed (0)
  4. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/stablehlo/passes/bridge/convert_tf_quant_to_mhlo_int_test.cc 

      %input_zp = "tf.Const"() { value = dense<-10> : tensor<i32> } : () -> tensor<i32>
  %filter_scale = "tf.Const"() { value = dense<0.5> : tensor<f32> } : () -> tensor<f32>
  %filter_zp = "tf.Const"() { value = dense<0> : tensor<i32> } : () -> tensor<i32>
  %accum_scale = "tf.Const"() { value = dense<1.0> : tensor<f32> } : () -> tensor<f32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Wed Apr 03 01:03:21 UTC 2024
    - 35.8K bytes
    - Viewed (0)
  5. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/tensorflow/tests/lift_hashtable_ops_as_args.mlir 

        %cst_1 = "tf.Const"() {value = dense<1.000000e+00> : tensor<f32>} : () -> tensor<f32>
    %cst_2 = "tf.Const"() {value = dense<0.00235294132> : tensor<f32>} : () -> tensor<f32>
    %cst_3 = "tf.Const"() {value = dense<-1> : tensor<i32>} : () -> tensor<i32>
    %cst_4 = "tf.Const"() {value = dense<0.00117647066> : tensor<f32>} : () -> tensor<f32>
    %cst_5 = "tf.Const"() {value = dense<-43> : tensor<i32>} : () -> tensor<i32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Fri Mar 15 05:41:44 UTC 2024
    - 13.5K bytes
    - Viewed (0)
  6. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/quantization/tensorflow/tests/insert_custom_aggregation_ops.mlir 

    // MIN-MAX-CHECK-NEXT:  [[add:%.*]] = "tf.PartitionedCall"([[lhs]], [[rhs]])
// MIN-MAX-CHECK-NEXT:  [[res:%.*]], {{.*}}, {{.*}}, {{.*}} = "tf.CustomAggregator"([[add]]) <{calibration_method = 1 : i32, id = "composite_conv2d_with_relu6_fn_calibration_method_1", max_percentile = 0.000000e+00 : f32, min_percentile = 0.000000e+00 : f32, num_bins = 0 : i32}> : (tensor<*xf32>) -> (tensor<*xf32>, tensor<f32>, tensor<f32>, tensor<0xi64>)
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Fri May 10 04:07:09 UTC 2024
    - 32.1K bytes
    - Viewed (0)
  7. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/flatbuffer2mlir/constants.mlir 

      %0 = "tfl.pseudo_qconst"() { qtype = tensor<3x3x!quant.uniform<i32:f32:0, {1.0, 0.5:1, 0.25:1}>>, value = dense<1> : tensor<3x3xi32>} : () -> tensor<3x3x!quant.uniform<i32:f32:0, {1.0, 0.5:1, 0.25:1}>>
  func.return %0 : tensor<3x3x!quant.uniform<i32:f32:0, {1.0, 0.5:1, 0.25:1}>>
}

func.func @qu8() -> tensor<3x!quant.uniform<u8<1:255>:f32, 1.0>> {
  // CHECK-LABEL: @qu8
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 12.1K bytes
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  8. github.com/tensorflow/tensorflow

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

        %1 = stablehlo.constant dense<1.000000e+03> : tensor<1x3xf32>
    %2:4 = "tf.CustomAggregator"(%arg0) {calibration_method = 1 : i32, id = "0", max_percentile = 0.000000e+00 : f32, min_percentile = 0.000000e+00 : f32, num_bins = 0 : i32} : (tensor<1x1024xf32>) -> (tensor<1x1024xf32>, tensor<f32>, tensor<f32>, tensor<*xi64>)
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Apr 25 01:09:50 UTC 2024
    - 39.8K bytes
    - Viewed (0)
  9. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/quantization/tensorflow/tests/fallback_to_flex_ops_default.mlir 

      %0 = "tf.Identity"(%arg0) {device = ""} : (tensor<2xf32>) -> tensor<*xf32>
  %1 = "tf.AddV2"(%0, %cst_1) {device = ""} : (tensor<*xf32>, tensor<f32>) -> tensor<*xf32>
  func.return %1 : tensor<*xf32>
// CHECK: %[[CONST_0:.*]] = "tf.Const"() <{value = dense<1.000000e-03> : tensor<f32>}> {device = ""} : () -> tensor<f32>
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu May 02 09:41:17 UTC 2024
    - 13.4K bytes
    - Viewed (0)
  10. github.com/tensorflow/tensorflow

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

      // CHECK-LABEL: func @constant
  func.func @constant(%arg0: tensor<f32>) -> tensor<f32> {
    // CHECK: %[[ONE:.*]] = mhlo.constant dense<1.000000e+00> : tensor<f32>
    // CHECK: %[[RESULT:.*]] = mhlo.divide %[[ONE]], %arg0 : tensor<f32>
    // CHECK: return %[[RESULT]]

    %0 = "tf.Inv"(%arg0) : (tensor<f32>) -> tensor<f32>
    func.return %0 : tensor<f32>
  }

  // CHECK-LABEL: func @const_inputs
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Sat Apr 06 15:32:52 UTC 2024
    - 38.6K bytes
    - Viewed (1)
  11. github.com/tensorflow/tensorflow

    tensorflow/compiler/mlir/lite/tests/flatbuffer2mlir/vhlo.mlir 

        ^bb0(%arg23: tensor<f32>, %arg24: tensor<f32>):
      %1112 = "vhlo.add_v1" (%arg23, %arg24) : (tensor<f32>, tensor<f32>) -> tensor<f32>
      "vhlo.return_v1" (%1112) : (tensor<f32>) -> ()
    }) : (tensor<1x160x1xf32>, tensor<f32>) -> tensor<1x160x1xf32>
  return %0 : tensor<1x160x1xf32>
}

//CHECK:func.func private @reduce_window(%arg0: tensor<1x160x1xf32>, %arg1: tensor<f32>) -> tensor<1x160x1xf32> {
    Registered: Sun Jun 16 05:45:23 UTC 2024
    - Last Modified: Thu Mar 14 19:15:40 UTC 2024
    - 31.9K bytes
    - Viewed (1)
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