}

  // This function rewrites the original op into a XLA DynamicUpdateSlice op.
  // |item| is expanded to have the same dimension as input_handle and
  // |index| is expanded to [index, 0, 0, ...] as the indices to input_handle.
  // On a high level, it's doing something like:
  // def : Pat<(TensorListSetItem($input_handle, $index, $item)),
  //           (XlaDynamicUpdateSlice($input_handle, ExpandDims($item, 0),

const (
	letterIdxBits = 6                    // 6 bits to represent a letter index
	letterIdxMask = 1<<letterIdxBits - 1 // All 1-bits, as many as letterIdxBits
	letterIdxMax  = 63 / letterIdxBits   // # of letter indices fitting in 63 bits
)

// Random number state.
// We generate random temporary file names so that there's a good
// chance the file doesn't exist yet.
var (
	randN  uint32
	randmu sync.Mutex
)

*   Added `index_to_string_table` which returns a lookup table that maps indices
    to strings.
*   Add `string_to_index_table`, which returns a lookup table that matches
    strings to indices.
*   Add a `ParallelForWithWorkerId` function.
*   Add `string_to_index_table`, which returns a lookup table that matches
    strings to indices.
*   Support restore session from checkpoint files in v2 in

  %cst = arith.constant dense<[-1, -1, 4]> : tensor<3xi32>
  // expected-error @+1 {{tfl.reshape' op requires 'shape' to have at most one dynamic dimension, but got multiple dynamic dimensions at indices 0 and 1. You need to set up the unspecified size(s) to avoid this problem, for example,setting batch size in keras model or setting unspecified input size(s) with fixed ones.}}

							Default:     0,
							Type:        []string{"integer"},
							Format:      "int32",
						},

	if i == nil {
		i = s.constInt(types.Types[types.TINT], 0)
	}
	if j == nil {
		j = len
	}
	three := true
	if k == nil {
		three = false
		k = cap
	}

	// Panic if slice indices are not in bounds.
	// Make sure we check these in reverse order so that we're always
	// comparing against a value known to be nonnegative. See issue 28797.
	if three {
		if k != cap {

          "format": "int32",
          "type": "integer"
        }
      },
      "type": "object"