}

  // CHECK-LABEL: batchmatmulv2
  func.func @batchmatmulv2(%arg0: tensor<1x4x2xf32>, %arg1: tensor<3x2x4xf32>) -> tensor<3x4x4xf32> {
    // CHECK: mhlo.reduce
    // CHECK: mhlo.dot_general
    // CHECK: mhlo.transpose
    %0 = "tf.BatchMatMulV2"(%arg0, %arg1) {T = f32, adj_x = false, adj_y = false, grad_x = false, grad_y = false, device = ""} : (tensor<1x4x2xf32>, tensor<3x2x4xf32>) -> tensor<3x4x4xf32>
    func.return %0 : tensor<3x4x4xf32>

		N++
	}
	e2 := samplePolyCBD(rnd, N)

	u := make([]ringElement, k) // NTT⁻¹(AT ◦ r) + e1
	for i := range u {
		u[i] = e1[i]
		for j := range r {
			// Note that i and j are inverted, as we need the transposed of A.
			u[i] = polyAdd(u[i], inverseNTT(nttMul(ex.A[j*k+i], r[j])))
		}
	}

	μ := ringDecodeAndDecompress1(m)

	var vNTT nttElement // t⊺ ◦ r
	for i := range ex.t {

              'concatenate',
              'gather',
              'max_pool',
              'pad',
              'reshape',
              'select',
              'slice',
              'transpose',
          ),
      }])
  )
  @test_util.run_in_graph_and_eager_modes
  def test_matmul_and_same_scale_ptq_model(
      self,
      same_scale_op: str,
  ):
    input_shape = (2, 3, 1, 1024)

    void checkExecuteTransformWorkOperations(List<BuildOperationRecord> executeWorkOps, List<String> skipMessages) {
        assert executeWorkOps.size() == skipMessages.size()
        [executeWorkOps, skipMessages].transpose().every { op, skipMessage ->
            verifyAll(op) {
                details.workType == "TRANSFORM"
                result.skipMessage == skipMessage
            }
        }
    }

				return fmt.Errorf("iscsi: failed to update node session key %q error: %v", k, string(out))
			}
		}
	}
	return nil
}

// stat a path, if not exists, retry maxRetries times
// when iscsi transports other than default are used,  use glob instead as pci id of device is unknown
type StatFunc func(string) (os.FileInfo, error)
type GlobFunc func(string) ([]string, error)

*   Fixes a `CHECK` failures in `UnbatchGradOp` ([CVE-2022-35952](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-35952))
*   Fixes a segfault TFLite converter on per-channel quantized transposed convolutions ([CVE-2022-36027](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-36027))
*   Fixes a `CHECK` failures in `AvgPool3DGrad` ([CVE-2022-35959](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-35959))

	// Apply Byte Flip Mask: LE -> BE
	VPSHUFB BYTE_FLIP_MASK, XTMP0, XTMP0
	VPSHUFB BYTE_FLIP_MASK, XTMP1, XTMP1
	VPSHUFB BYTE_FLIP_MASK, XTMP2, XTMP2
	VPSHUFB BYTE_FLIP_MASK, XTMP3, XTMP3

	// Transpose data into high/low parts
	VPERM2I128 $0x20, XTMP2, XTMP0, XDWORD0 // w3, w2, w1, w0
	VPERM2I128 $0x31, XTMP2, XTMP0, XDWORD1 // w7, w6, w5, w4
	VPERM2I128 $0x20, XTMP3, XTMP1, XDWORD2 // w11, w10, w9, w8

    }


    boolean matches ( Address addr, int prt, InetAddress laddr, int lprt, String hostName ) {
        if ( this.state == 5 || this.state == 6 ) {
            // don't reuse disconnecting/disconnected transports
            return false;
        }
        if ( hostName == null )
            hostName = addr.getHostName();

// This behavior can be managed using [Transport.CloseIdleConnections] method
// and the [Transport.MaxIdleConnsPerHost] and [Transport.DisableKeepAlives] fields.
//
// Transports should be reused instead of created as needed.
// Transports are safe for concurrent use by multiple goroutines.
//
// A Transport is a low-level primitive for making HTTP and HTTPS requests.

  attr {
    key: "dtype"
    value {
      type: DT_FLOAT
    }
  }
}
node {
  name: "transpose_1/transpose"
  op: "Transpose"
  input: "input_1_1"
  input: "transpose_1/transpose/perm"
  device: "/job:localhost/replica:0/task:0/device:GPU:0"
  attr {
    key: "T"
    value {
      type: DT_HALF
    }
  }
  attr {