// 16x8 integer quantization is symmetric, this MLIR quantizer
          // supports only symmetric quantization.
          rmax = std::max(std::abs(rmin), std::abs(rmax));
          rmin = -rmax;
        }
        TensorRangeSanityCheck(op, rmin, rmax);
        mins.push_back(rmin);
        maxs.push_back(rmax);
      }

    zero_point = -quant_min / scale

    # Limit the range of zero_point and scale in case (quant_max - quant_min)
    # is unusually small.
    if abs(zero_point) > 9e9:
      zero_point = 9e9
    if abs(scale) < 1e-9:
      scale = 1e-9

    zero_point = round(zero_point)
    quantized_hist_mids = np.clip(
        np.round(self._hist_mids / scale) + zero_point, minbound, maxbound
    )

        break;
      case HALF_EVEN:
      case HALF_DOWN:
      case HALF_UP:
        long absRem = abs(rem);
        long cmpRemToHalfDivisor = absRem - (abs(q) - absRem);
        // subtracting two nonnegative longs can't overflow
        // cmpRemToHalfDivisor has the same sign as compare(abs(rem), abs(q) / 2).
        if (cmpRemToHalfDivisor == 0) { // exactly on the half mark

	closeEnough float64
	maxError    float64
}

func nearEqual(a, b, closeEnough, maxError float64) bool {
	absDiff := math.Abs(a - b)
	if absDiff < closeEnough { // Necessary when one value is zero and one value is close to zero.
		return true
	}
	return absDiff/max(math.Abs(a), math.Abs(b)) < maxError
}

var testSeeds = []uint64{1, 1754801282, 1698661970, 1550503961}

	}
	var err error
	scriptDir, err = filepath.Abs(scriptDir)
	if err != nil {
		return nil, err
	}

	if workDir == "" {
		workDir, err = os.MkdirTemp("", "vcweb-*")
		if err != nil {
			return nil, err
		}
		logger.Printf("vcweb work directory: %s", workDir)
	} else {
		workDir, err = filepath.Abs(workDir)
		if err != nil {
			return nil, err
		}
	}

	req.RemoteAddr = "[2000::3000]:12345"
	h.ServeHTTP(rw, req)
	runResponseChecks(t, rw, expectedMap)
}

func TestCGIBasicGetAbsPath(t *testing.T) {
	absPath, err := filepath.Abs(os.Args[0])
	if err != nil {
		t.Fatal(err)
	}
	testenv.MustHaveExec(t)
	h := &Handler{
		Path: absPath,
		Root: "/test.cgi",
	}
	expectedMap := map[string]string{

    %y, %idx = "tf.Unique"(%arg0) {device = ""} : (tensor<3xf32>) -> (tensor<?xf32>, tensor<3xi32>)
    return %y : tensor<?xf32>
  }

  // CHECK-LABEL: @abs
  func.func @abs(%arg0: tensor<2xf32>) -> tensor<2xf32> {
    // CHECK-NOT: tf.Abs
    %0 = "tf.Abs"(%arg0) : (tensor<2xf32>) -> tensor<2xf32>
    func.return %0 : tensor<2xf32>
  }

  // CHECK-LABEL: func @testBroadcastGradientArgs

		{name: "F32Nearest", asm: "F32Nearest", argLength: 1, reg: fp32_11, typ: "Float32"},   // round(arg0)
		{name: "F32Abs", asm: "F32Abs", argLength: 1, reg: fp32_11, typ: "Float32"},           // abs(arg0)
		{name: "F32Copysign", asm: "F32Copysign", argLength: 2, reg: fp32_21, typ: "Float32"}, // copysign(arg0, arg1)

		{name: "F64Sqrt", asm: "F64Sqrt", argLength: 1, reg: fp64_11, typ: "Float64"},         // sqrt(arg0)

	}

	// Limit the score values to the range [-1.0, 1.0].
	score = math.Max(-1.0, math.Min(1.0, score))

	// Reduce saturation near score=0 (so it is colored grey, rather than yellow).
	if math.Abs(score) < 0.2 {
		saturation *= math.Abs(score) / 0.2
	}

	// Apply 'shift' to move scores away from 0.0 (grey).
	if score > 0.0 {
		score = math.Pow(score, (1.0 - shift))
	}
	if score < 0.0 {

	"reflect"
	"strings"
	"testing"
)

func TestNewEndpoint(t *testing.T) {
	u2, _ := url.Parse("https://example.org/path")
	u4, _ := url.Parse("http://192.168.253.200/path")
	rootSlashFoo, _ := filepath.Abs("/foo")
	testCases := []struct {
		arg              string
		expectedEndpoint Endpoint
		expectedType     EndpointType
		expectedErr      error
	}{