LOG(ERROR) << "Found illegal op containing uq/qint type: "
                 << op->getName().getStringRef().str();
      return WalkResult::interrupt();
    }
    return WalkResult::advance();
  });

  if (walk_result.wasInterrupted()) {
    signalPassFailure();
  }
}

}  // namespace

std::unique_ptr<OperationPass<func::FuncOp>>
CreateVerifyQuantLegalizationPass() {

          if (head_outside_compiled_ops.count(operand_op)) continue;

          if (operand_op->getParentRegion() == cluster_region)
            return WalkResult::interrupt();
        }
        return WalkResult::advance();
      });

      if (!walk_result.wasInterrupted())
        head_outside_compiled_ops.insert(&cluster_op);
    }
  }

  for (auto head_outside_compiled_op :

				break
			}
			if len(m.re.prefix) > 0 && r1 != m.re.prefixRune && i.canCheckPrefix() {
				// Match requires literal prefix; fast search for it.
				advance := i.index(m.re, pos)
				if advance < 0 {
					break
				}
				pos += advance
				r, width = i.step(pos)
				r1, width1 = i.step(pos + width)
			}
		}
		if !m.matched {
			if len(m.matchcap) > 0 {
				m.matchcap[0] = pos
			}

  auto decompose_result = function.walk([&](ReduceDatasetOp reduce_dataset) {
    if (!reduce_dataset->hasAttrOfType<StringAttr>(TF::kCompileDeviceTypeAttr))
      return WalkResult::advance();
    OpBuilder builder(reduce_dataset);
    Location loc = reduce_dataset.getLoc();

    // Get reduce function signature for dataset iteration types.

      if (!symbol_table.lookup<func::FuncOp>(op.getCallee()))
        return getOperation().emitError()
               << func.getName() << " is not in the funcs allowlist";
      return WalkResult::advance();
    });
    if (walk_result.wasInterrupted()) return signalPassFailure();
  }
}

}  // namespace

// Creates an instance of the TensorFlow Lite dialect TrimFunctions
/// pass.

        const Value cast =
            builder.create<TF::CastOp>(op->getLoc(), original_type, op_result);
        op_result.replaceAllUsesExcept(cast, cast.getDefiningOp());
      }
    }
    return WalkResult::advance();
  });

  if (result.wasInterrupted()) return signalPassFailure();
}

}  // namespace

  ASSERT_TRUE(main);

  bool has_cluster_op = false;
  main.walk([&](mlir::tf_device::ClusterFuncOp cluster_op) {
    has_cluster_op = true;
    return WalkResult::advance();
  });

  EXPECT_TRUE(has_cluster_op);
  EXPECT_EQ(compilation_status.Delta(mlir::TF::kMlirPh1BridgeCounterReplicated,
                                     mlir::TF::kMlirPh1BridgeCounterV2,

	MOVOU	(DI), X1
	// Compare bytes in X0 to X1.
	PCMPEQB	X0, X1
	// Take the top bit of each byte in X1 and put the result in DX.
	PMOVMSKB X1, DX
	// Find first set bit, if any.
	BSFL	DX, DX
	JNZ	ssesuccess
	// Advance to next block.
	ADDQ	$16, DI
sseloopentry:
	CMPQ	DI, AX
	JB	sseloop

	// Search the last 16-byte chunk. This chunk may overlap with the
	// chunks we've already searched, but that's ok.
	MOVQ	AX, DI

      if (llvm::isa<AssertOp>(op)) {
        return WalkResult::advance();
      }
      if (auto if_op = llvm::dyn_cast<IfOp>(op)) {
        if (IsPureFunction(if_op.then_function()) &&
            IsPureFunction(if_op.else_function())) {
          return WalkResult::advance();
        }
      }
      if (IsCallToPureFunction(op)) {
        return WalkResult::advance();
      }

    llvm::SmallVector<ReadVariableOp, 4> reads;
    if (failed(GetReads(func, replicate, reads)))
      return WalkResult::interrupt();
    MoveReads(replicate, reads);
    return WalkResult::advance();
  });

  if (result.wasInterrupted()) return signalPassFailure();
}

}  // namespace

std::unique_ptr<OperationPass<FuncOp>> CreateHoistBroadcastReadPass() {