lhs_dilation - Code Search

tensorflow/compiler/mlir/quantization/stablehlo/passes/lift_quantizable_spots_as_functions_fusion.td

    (NamedAttributeList
      (NamedAttr<"window_strides"> (DefaultOrNullAttr $window_strides)),
      (NamedAttr<"padding"> (DefaultOrNullAttr $padding)),
      (NamedAttr<"lhs_dilation"> (DefaultOrNullAttr $lhs_dilation)),
      (NamedAttr<"rhs_dilation"> (DefaultOrNullAttr $rhs_dilation)),
      (NamedAttr<"window_reversal"> (DefaultOrNullAttr $window_reversal)),
      (NamedAttr<"dimension_numbers"> $dimension_numbers),

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

- Last Modified: Thu Apr 04 07:19:09 UTC 2024

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/tests/quantize_composite_functions_drq.mlir

// CHECK-SAME: dimension_numbers = "\10\03\1A\02\01\02 \02(\032\02\00\01@\03J\02\01\02"
// CHECK-SAME: explicit_padding = []
// CHECK-SAME: feature_group_count = 1 : i64
// CHECK-SAME: lhs_dilation = [1, 1]
// CHECK-SAME: padding = "VALID"
// CHECK-SAME: rhs_dilation = [2, 2]
// CHECK-SAME: rhs_quantization_axis = -1 : i64
// CHECK-SAME: rhs_quantization_max_val = 127 : i64
// CHECK-SAME: rhs_quantization_min_val = -128 : i64

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/flatbuffer_operator.cc

          "lhs_dilation", BuildVhloTensorV1Attr(shape, data, builder)));
    }
    if (!(op->rhs_dilation.empty())) {
      std::vector<int64_t> shape;
      shape.push_back(static_cast<int64_t>(op->rhs_dilation.size()));
      attributes.emplace_back(builder.getNamedAttr(
          "rhs_dilation",
          BuildVhloTensorV1Attr(shape, op->rhs_dilation, builder)));
    } else {

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/passes/replace_cast_hacks_with_tf_xla_ops.cc

  }

  Value padding, window_strides, lhs_dilation, rhs_dilation,
      feature_group_count;
  PrepareXlaConvParams(builder, loc, strides, dilations, feature_group_cnt,
                       /*window_strides=*/window_strides,
                       /*lhs_dilation=*/lhs_dilation,
                       /*rhs_dilation=*/rhs_dilation,
                       /*feature_group_count=*/feature_group_count,

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/passes/duplicate_shape_determining_constants.cc

      // $broadcast_dims
      CompileTimeConstantOperand<TF::XlaBroadcastHelperOp, 2>,
      // $window_strides, $padding, $lhs_dilation, $rhs_dilation,
      // $feature_group_count
      CompileTimeConstantOperand<TF::XlaConvOp, 2, 3, 4, 5, 6>,
      // $window_strides, $padding, $lhs_dilation, $rhs_dilation,
      // $feature_group_count
      CompileTimeConstantOperand<TF::XlaConvV2Op, 2, 3, 4, 5, 6>,

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github.com/tensorflow/tensorflow

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

    explicit_padding = [], feature_group_count = 1 : i64, lhs_dilation = [1, 1],
    lhs_quantization_axis = -1 : i64, lhs_quantization_max_val = 127 : i64,
    lhs_quantization_min_val = -128 : i64, output_quantization_axis = -1 : i64,
    output_quantization_max_val = 2147483647 : i64,
    output_quantization_min_val = -2147483648 : i64, padding = "SAME",
    rhs_dilation = [1, 1], rhs_quantization_axis = -1 : i64,

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github.com/tensorflow/tensorflow

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

  %0 = "tf.UniformQuantizedConvolutionHybrid"(%input, %weight, %weight_scales, %weight_zps) {
    window_strides = [1, 2],
    padding = "VALID",
    explicit_padding = [],
    lhs_dilation = [1, 1],
    rhs_dilation = [2, 2],
    batch_group_count = 1 : i64,
    feature_group_count = 1 : i64,
    dimension_numbers = "\10\03\1A\02\01\02 \02(\032\02\00\01@\03J\02\01\02",
    rhs_quantization_axis = -1 : i64,

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/quantization/tensorflow/passes/quantized_function_library_uniform_quantized.mlir

        Tin = "tfdtype$DT_QINT8",
        Tout = "tfdtype$DT_QINT32",
        window_strides = [1, 1],
        padding = "SAME",
        explicit_padding = [],
        lhs_dilation = [],
        rhs_dilation = [],
        batch_group_count = 1,
        feature_group_count = 1,
        dimension_numbers = "",
        lhs_quantization_axis = -1,
        lhs_quantization_min_val = -128,

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- Last Modified: Tue Aug 29 01:13:58 UTC 2023

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github.com/tensorflow/tensorflow

tensorflow/compiler/mlir/lite/stablehlo/transforms/tfl_stablehlo_pass.cc

    return true;
  if ((op_name == "stablehlo.convolution" ||
       op_name == "stablehlo.dynamic_conv") &&
      (field_name == "window_strides" || field_name == "lhs_dilation" ||
       field_name == "rhs_dilation"))
    return true;
  if (op_name == "stablehlo.dynamic_broadcast_in_dim" &&
      (field_name == "broadcast_dimensions" ||
       field_name == "known_expanding_dimensions" ||

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github.com/tensorflow/tensorflow

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

      attribute_getter_map;

  attribute_getter_map = {{"window_strides", GetWindowStridesValue},
                          {"lhs_dilation", GetLhsDilationValue},
                          {"rhs_dilation", GetRhsDilationValue},
                          {"padding", GetPaddingValue},
                          {"explicit_padding", GetExplicitPaddingValue},

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