%3 = "tfl.conv_2d"(%0, %1, %2) {dilation_h_factor = 1 : i32, dilation_w_factor = 1 : i32, fused_activation_function = "NONE", padding = "SAME", stride_h = 2 : i32, stride_w = 2 : i32} : (tensor<1x224x224x3x!quant.uniform<i8:f32, 7.812500e-03>>, tensor<32x3x3x3x!quant.uniform<i8<-127:127>:f32, 0.021826678373682216>>, tensor<32x!quant.uniform<i32:f32, 1.7052092479439231E-4>>) -> tensor<1x...

  enum Scope {
    UNSPECIFIED_SCOPE = 0;
    // Prefer traffic in the same region.
    REGION = 1;
    // Prefer traffic in the same zone.
    ZONE = 2;
    // Prefer traffic in the same subzone.
    SUBZONE = 3;
    // Prefer traffic on the same node.
    NODE = 4;
    // Prefer traffic in the same cluster.
    CLUSTER = 5;
    // Prefer traffic in the same network.
    NETWORK = 6;
  }
  enum Mode {

         * processes one artifact at a time and hence cannot associate the artifacts from the same project to use the
         * same timestamp+buildno for the snapshot versions. Allowing the caller to pass in metadata from a previous
         * deployment allows to re-establish the association between the artifacts of the same project.
         */
        for (Metadata metadata : request.getMetadata()) {

	Run(fn func(t TestContext))
	// RunParallel runs this test in parallel with other children of the same parent test/suite. Under the hood,
	// this relies on Go's t.Parallel() and will, therefore, have the same behavior.
	//
	// A parallel test will run in parallel with siblings that share the same parent test. The parent test function

// RUN: tf-opt -tfl-legalize-random %s | FileCheck %s


// CHECK-LABEL:   func @tfl_wrapped_jax_random_normal(
// CHECK-SAME:                                        %[[RNG:.*]]: tensor<2xui32>) -> tuple<tensor<3x4xf32>> {
// CHECK:           %[[VAL_0:.*]] = stablehlo.constant dense<[3, 4]> : tensor<2xi32>

  %0 = stablehlo.dot_general %arg0, %arg1, contracting_dims = [1] x [0] : (tensor<1x1024xf32>, tensor<1024x3xf32>) -> tensor<1x3xf32>
  return %0 : tensor<1x3xf32>
}
// CHECK-LABEL: func.func @main
// CHECK-SAME: (%[[ARG_0:.+]]: tensor<1x1024xf32>) -> tensor<1x3xf32>

// Tests that the dot_general accepts i8 tensors and outputs an i32 tensor.
// Note: Argument quantization sequence omitted.

// CHECK: %[[conv:.*]] = "tfl.conv_2d"(%arg0, %arg1, %arg2)
// CHECK-SAME: -> tensor<1x112x112x32x!quant.uniform<u8:f32, 0.0078431372549019607:128>>
// CHECK: %[[cst:.*]] = "tfl.pseudo_qconst"()
// CHECK: %[[add:.*]] = tfl.add(%[[conv]], %[[cst]])
// CHECK-SAME: -> tensor<1x112x112x32x!quant.uniform<u8:f32, 1.000000e+00>>
// CHECK: return %[[add]]
}

     * This method should be called only once per build but multiple calls with the
     * same argument are allowed.
     *
     * @param settingsDir directory where to look for the {@code gradle.properties} file
     * @param setSystemProperties should system properties be set or not
     * @throws IllegalStateException if called with a different argument in the same build
     */

			backoffRecord: backoffRecord{
				lastFailureTime:          &defaultTestTime.Time,
				failuresAfterLastSuccess: 3,
			},
			currentTime:    defaultTestTime.Time,
			defaultBackoff: 5 * time.Second,
			maxBackoff:     700 * time.Second,
			wantDuration:   20 * time.Second,
		},
		"eight failures; current time and failure time are same; backoff not exceeding maxBackoff": {

// license that can be found in the LICENSE file.

// Simple append-only thread-safe hash map for tracing.
// Provides a mapping between variable-length data and a
// unique ID. Subsequent puts of the same data will return
// the same ID. The zero value is ready to use.
//
// Uses a region-based allocation scheme internally, and
// reset clears the whole map.
//
// It avoids doing any high-level Go operations so it's safe