// This code was written in Go based on the original C implementation.

// This is a tool needed to generate the appropriate constants needed for
// the vpmsum algorithm.  It is included to generate new constant tables if
// new polynomial values are included in the future.

package main

import (
	"bytes"
	"fmt"
	"os"
)

var blocking = 32 * 1024

      inst->getNumRegions() != 0 || !isMemoryEffectFree(inst)) {
    return false;
  }

  // If any of the result types are variants, don't try to constant fold them.
  // This creates opaque variant constants which lose information and would
  // require "raising" later.
  for (const Type type : inst->getResultTypes()) {
    if (const TensorType tensor_type = mlir::dyn_cast<TensorType>(type)) {

                        }
                    }
                }
            }
            if (langSet.size() > 1 && langSet.contains(Constants.ALL_LANGUAGES)) {
                return new String[] { Constants.ALL_LANGUAGES };
            }
            langSet.remove(Constants.ALL_LANGUAGES);
            return langSet.toArray(new String[langSet.size()]);
        }

    auto mutable_quant_method = quant_options_.mutable_quantization_method();
    *mutable_quant_method->add_quantization_component_specs() = quant_spec;
  }
};

// If a constant is connected to a quantizable op, quantize the constant to have
// the provided data type.
class QuantizeConstWeights : public OpRewritePattern<TF::ConstOp> {
 public:
  explicit QuantizeConstWeights(
      MLIRContext* context,

    // constant ops.
    pass_manager->addPass(mlir::tf_saved_model::CreateFreezeGlobalTensorsPass(
        /*allow_mutable_tensors=*/pass_config.enable_tflite_variables));
  }

  if (!saved_model_dir.empty()) {
    // This pass 'freezes' tf saved model asset ops and inlines as string values
    // in a format of the tf constant op.
    pass_manager->addPass(

    %cst = "tf.Const"() {value = dense<1> : tensor<i32>} : () -> tensor<i32>
    %cst_0 = "tf.Const"() {value = dense<1.0> : tensor<1x5x5x1024xf32>} : () -> tensor<1x5x5x1024xf32>
    // Check that these constants are remained in constants.
    // CHECK: func private @while_body
    // CHECK-DAG:  %[[CST_0:.*]]= "tf.Const"() <{value = dense<1.000000e+00> : tensor<1x5x5x1024xf32>}> : () -> tensor<1x5x5x1024xf32>

		x := r.Val()
		if constant.Sign(x) < 0 {
			base.Errorf("invalid slice index %v (index must be non-negative)", r)
			return false
		} else if tp != nil && tp.NumElem() >= 0 && constant.Compare(x, token.GTR, constant.MakeInt64(tp.NumElem())) {
			base.Errorf("invalid slice index %v (out of bounds for %d-element array)", r, tp.NumElem())
			return false

//
// - Build tag goexperiment.x is set if experiment x (lower case) is
// enabled.
//
// - For each experiment x (in camel case), this package contains a
// boolean constant x and an integer constant xInt.
//
// - In runtime assembly, the macro GOEXPERIMENT_x is defined if
// experiment x (lower case) is enabled.
//
// In the toolchain, the set of experiments enabled for the current

// limitations under the License.

package log

import (
	"encoding/json"
	"io"
	"os"
	"path/filepath"
	"strings"
	"testing"
	"time"

	"istio.io/istio/cni/pkg/constants"
	istiolog "istio.io/istio/pkg/log"
	"istio.io/istio/pkg/ptr"
	"istio.io/istio/pkg/test/util/assert"
)

func TestUDSLog(t *testing.T) {
	// Start UDS log server
	udsSockDir := t.TempDir()

# CHECK-SAME: producer


class TestModule(tf.Module):

  def __init__(self):
    super(TestModule, self).__init__()
    self.v42 = tf.Variable(42.0)
    self.c43 = tf.constant(43.0)

  # During serialization, the constants are given internal (non-user-accessible, non-semantically-load-bearing) exported names.