request.setParameter("geo.location.2.distance", "1km");

        final GeoInfo geoInfo = new GeoInfo(request);
        String result =

  %cst_0 = "tf.Const"() {device = "", value = dense<[0, 3, 1, 2]> : tensor<4xi32>} : () -> tensor<4xi32>
  %cst_1 = "tf.Const"() {_tpu_replicate = "cluster", device = "", value = dense<[0, 2, 3, 1]> : tensor<4xi32>} : () -> tensor<4xi32>
  %0 = "tf.Cast"(%arg0) {Truncate = false, device = ""} : (tensor<1x3x4x3xf32>) -> tensor<1x3x4x3xbf16>

  %input_scale = "tf.Const"() { value = dense<0.588> : tensor<f32> } : () -> tensor<f32>
  %input_zp = "tf.Const"() { value = dense<42> : tensor<i32> } : () -> tensor<i32>
  %filter_scale = "tf.Const"() { value = dense<0.0235> : tensor<f32> } : () -> tensor<f32>
  %filter_zp = "tf.Const"() { value = dense<0> : tensor<i32> } : () -> tensor<i32>
  %accum_scale = "tf.Const"() { value = dense<0.013818> : tensor<f32> } : () -> tensor<f32>

			}
		})
	}
}

// BenchmarkMarshalCorpusFile measures the time it takes to serialize byte
// slices of various sizes to a corpus file. The slice contains a repeating
// sequence of bytes 0-255 to mix escaped and non-escaped characters.
func BenchmarkMarshalCorpusFile(b *testing.B) {
	buf := make([]byte, 1024*1024)
	for i := 0; i < len(buf); i++ {
		buf[i] = byte(i)
	}

}
// CHECK-SAME: (%[[ARG_0:.+]]: tensor<1x3x3x4xf32>) -> tensor<1x4x3x3xf32>
// CHECK-DAG: %[[CONST_0:.+]] = stablehlo.constant
// CHECK-DAG: %[[TRANSPOSE_0:.+]] = stablehlo.transpose %[[CONST_0]], dims = [0, 2, 3, 1] : (tensor<1x4x3x3xf32>) -> tensor<1x3x3x4xf32>

// Check that the shape of the add is changed to reflect the deferred transpose.
// CHECK: %[[ADD_0:.+]] = stablehlo.add %[[ARG_0]], %[[TRANSPOSE_0]] : tensor<1x3x3x4xf32>

  MLIRContext *context =
      (*op)->template getParentOfType<ModuleOp>().getContext();

  // We only support NHWC <-> NCHW permutations.
  static constexpr std::array<int64_t, 4> kNchwToNhwc = {0, 2, 3, 1};
  static constexpr std::array<int64_t, 4> kNhwcToNchw = {0, 3, 1, 2};

  // Operation data format after folding `permutation`.
  StringRef target_data_format = [&]() -> StringRef {

00000040  00 00 00 00 00 00 00 00  00 00 00 00 00 32 cc a9  |.............2..|
00000050  cc a8 c0 2b c0 2f c0 2c  c0 30 c0 09 c0 13 c0 0a  |...+./.,.0......|
00000060  c0 14 00 9c 00 9d 00 2f  00 35 c0 12 00 0a c0 23  |......./.5.....#|
00000070  c0 27 00 3c c0 07 c0 11  00 05 13 03 13 01 13 02  |.'.<............|
00000080  01 00 00 7f 00 0b 00 02  01 00 ff 01 00 01 00 00  |................|

// [b, 0, 1, f]). The weight constant is folded into [0, 1, i, o] format.
// CHECK-DAG: %[[CST:.+]] = stablehlo.constant dense<3.000000e+00> : tensor<3x3x8x8xf32>
// CHECK: %[[TRANSPOSE_1:.+]] = stablehlo.transpose %arg0, dims = [0, 2, 3, 1] : (tensor<1x8x4x4xf32>) -> tensor<1x4x4x8xf32>

golang.org/toolchain v0.0.1-go1.23.5.linux-amd64
written by hand
-- .info --
{"Version":"v0.0.1-go1.23.5.linux-amd64"}
-- .mod --
golang.org/toolchain
-- go.mod --

  func.return %0 : tensor<2x7x5x4xf32>
  // CHECK-LABEL: einsum_4D
  // CHECK-DAG: %[[cst:.*]] = arith.constant dense<[0, 2, 1, 3]> : tensor<4xi32>
  // CHECK-DAG: %[[cst_1:.*]] = arith.constant dense<[0, 2, 3, 1]> : tensor<4xi32>
  // CHECK: %[[v0:.*]] = "tf.Transpose"(%arg0, %[[cst]]) : (tensor<2x5x7x3xf32>, tensor<4xi32>) -> tensor<2x7x5x3xf32>