namespace mlir {
namespace TFL {
namespace {
#define GEN_PASS_DEF_WHILEOUTLINEPASS
#include "tensorflow/compiler/mlir/lite/transforms/passes.h.inc"

// This pass outlines the cond/body region of the TFL WhileOp into functions and
// replaces the regions with calls to these outlined functions.
class WhileOutlinePass : public impl::WhileOutlinePassBase<WhileOutlinePass> {
 public:
  MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(WhileOutlinePass)

}

// ordered list of all available outline colors
var outlines = [
    "outline-blue",
    "outline-red",
    "outline-blueviolet",
    "outline-darkolivegreen",
    "outline-fuchsia",
    "outline-sienna",
    "outline-gold",
    "outline-orangered",
    "outline-teal",
    "outline-maroon",
    "outline-black"
];

// state: which value is outlined this color?
var outlined = {};

    llvm::function_ref<bool(tf_device::ClusterOp, ElementsAttr)> filter = {});

// Creates a pass that outlines regions of tf_device.cluster operations.
std::unique_ptr<OperationPass<ModuleOp>> CreateClusterOutliningPass();

// Creates a pass that outlines regions of tf_device.launch operations.
std::unique_ptr<OperationPass<ModuleOp>> CreateLaunchOutliningPass();

			ir.WithFunc(fn, func() {
				fn.Body[i] = typecheck.Call(stmt.Pos(), wrapperFn.Nname, nil, false)
			})
			outlined++
		}
	}

	if base.Debug.WrapGlobalMapDbg > 1 {
		fmt.Fprintf(os.Stderr, "=-= outlined %v map initializations\n", outlined)
	}

    // arguments of the outlined functions, and become pass through values in
    // the outlined body function. So when outlining the while body, in addition
    // to the region arguments, all these external references need to be added
    // as function arguments.
    llvm::SmallVector<Value, 4> extern_values =
        CollectExternValues(while_region.getRegions());

	// relocations that target global map init outline functions and
	// turn them into weak relocs.
	if fn.IsPackageInit() && base.Debug.WrapGlobalMapCtl != 1 {
		weakenGlobalMapInitRelocs(fn)
	}

	// fieldtrack must be called after pp.Flush. See issue 20014.
	fieldtrack(pp.Text.From.Sym, fn.FieldTrack)
}

// globalMapInitLsyms records the LSym of each map.init.NNN outlined
// map initializer function created by the compiler.

			// test to race thread destruction too.
			once := routines%5 == 4
			go waiter(question, response, once)

			// Keep a count of how many goroutines are
			// going to participate in the
			// question/response test. This will count up
			// towards 2*launches minus the count of
			// routines that have been invoked with
			// once=true.
			routines++

			// Decide what value we want to set the

  // outlined, as the constant operand is replaced by an argument.
  pm.addPass(mlir::createInlinerPass({}, NoCanonicalization));
  // Lift resource operations out of device computation. This step needs to be
  // done after inlining.
  pm.addPass(mlir::TFDevice::CreateResourceOpLiftingPass());
  // Outline clusters into cluster functions.

}

// LoadEncryptionConfig parses and validates the encryption config specified by filepath.
// It may launch multiple go routines whose lifecycle is controlled by ctx.
// In case of an error, the caller is responsible for canceling ctx to clean up any go routines that may have been launched.
// If reload is true, or KMS v2 plugins are used with no KMS v1 plugins, the returned slice of health checkers will always be of length 1.

}

.docs-navigation a:focus {
    outline: none;
}

.docs-navigation a:hover {
    color: #35c1e4;
    text-decoration: none;
}

.docs-navigation a code {
    color: #02303A;
    overflow-wrap: break-word;
    padding: 0;
    word-break: break-all;
}

.docs-navigation a.active {
    text-decoration: underline;
    outline: 0;
    border: none;
    outline-style: none;