See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/

#include "tensorflow/cc/ops/while_loop.h"

#include "tensorflow/cc/framework/scope_internal.h"
#include "tensorflow/cc/ops/control_flow_ops_internal.h"
#include "tensorflow/cc/ops/standard_ops.h"
#include "tensorflow/core/common_runtime/shape_refiner.h"

        "//tensorflow/core:test",
        "//tensorflow/core:test_main",
        "//tensorflow/core:testlib",
    ],
)

cc_library_with_android_deps(
    name = "while_loop",
    srcs = ["ops/while_loop.cc"],
    hdrs = ["ops/while_loop.h"],
    android_deps = [
        "//tensorflow/core:portable_tensorflow_lib",
    ],
    common_deps = [
        ":cc_ops",
        ":cc_ops_internal",
        ":ops",

      {"D", {PartialTensorShape({2, 3})}},
  };
  TF_EXPECT_OK(ShapeAnnotationsMatch(*graph, shape_info, expected));
}

TEST(ShapeInferenceTest, WhileLoop) {
  // Graph:
  // x = array_ops.placeholder(dtypes.int32)
  // y = control_flow_ops.while_loop(lambda i: i < 10, lambda i: i + 1, [x])
  Graph graph(OpRegistry::Global());
  {
    Scope scope = Scope::NewRootScope().ExitOnError();

#include "tensorflow/cc/framework/gradients.h"
#include "tensorflow/cc/framework/scope_internal.h"
#include "tensorflow/cc/ops/control_flow_ops_internal.h"
#include "tensorflow/cc/ops/standard_ops.h"
#include "tensorflow/cc/ops/while_loop.h"

namespace tensorflow {
namespace {

using ops::BodyGraphBuilderFn;
using ops::BuildWhileLoop;
using ops::CondGraphBuilderFn;

Output ToOutput(OutputTensor output_tensor) {

from tensorflow.python.ops import nn_ops
from tensorflow.python.ops import random_ops
from tensorflow.python.ops import string_ops
from tensorflow.python.ops import variables
from tensorflow.python.ops import while_loop as while_loop_ops
from tensorflow.python.ops.ragged import ragged_string_ops
from tensorflow.python.platform import test
from tensorflow.python.platform import tf_logging as logging

## Known Caveats

*   TF Core:
    *   A longstanding bug in `tf.while_loop`, which caused it to execute
        sequentially, even when `parallel_iterations>1`, has now been fixed.
        However, the increased parallelism may result in increased memory use.
        Users who experience unwanted regressions should reset their
        `while_loop`'s `parallel_iterations` value to 1, which is consistent
        with prior behavior.

#include "tensorflow/c/experimental/filesystem/modular_filesystem.h"
#include "tensorflow/cc/framework/gradients.h"
#include "tensorflow/cc/framework/ops.h"
#include "tensorflow/cc/framework/scope_internal.h"
#include "tensorflow/cc/ops/while_loop.h"
#include "tensorflow/cc/saved_model/loader.h"
#include "tensorflow/core/distributed_runtime/server_lib.h"
#include "tensorflow/core/framework/logging.h"
#include "tensorflow/core/framework/op_gen_lib.h"

  for (auto extra_operand : extra_operands)
    new_types.push_back(extra_operand.getType());

  auto new_while_op = OpBuilder(while_op).create<WhileOp>(
      while_op.getLoc(), new_types, operands, while_op->getAttrs());
  new_while_op.getCond().takeBody(while_op.getCond());
  new_while_op.getBody().takeBody(while_op.getBody());
  while_op.replaceAllUsesWith(

      return;
    }
    if (auto while_op = dyn_cast<TF::WhileOp>(op)) {
      for (auto callee : {while_op.cond_function(), while_op.body_function()}) {
        PropagatePotentiallyWrittenUpFromCallee(callee.getRegion(),
                                                while_op.getInput());
      }
      return;
    }
    if (auto while_op = dyn_cast<TF::WhileRegionOp>(op)) {

  for (int64_t i = 0; i < while_op.getNumResults(); ++i) {
    auto it = buffer_to_size->find(while_op.getOperand(i));
    if (it == buffer_to_size->end()) continue;
    new_while_operands.push_back(it->getSecond().size);
  }
  auto new_while = builder.create<TF::WhileRegionOp>(
      while_op.getLoc(), body_region.front().getTerminator()->getOperandTypes(),
      new_while_operands, while_op->getAttrs());