override suspend fun WriteContext.encode(value: TransformingAsyncArtifactListener.TransformedArtifact) {
        write(value.variantName)
        write(value.target)
        writeCollection(value.capabilities.asSet())
        write(value.artifact.id.componentIdentifier)
        write(value.artifact.file)
        write(unpackTransformSteps(value.transformSteps))
    }

        ImmutableSet<ImmutableCapability> providerCapabilitiesSet = providerCapabilities.asSet();
        if (providerCapabilitiesSet.isEmpty()) {
            // producer doesn't declare anything, so we assume that it only provides the implicit capability
            if (explicitRequestedCapabilities.size() == 1) {

        usedVersions = new TreeSet<>();
        for (GradleVersion gradleVersion : getUsedGradleVersionsSmallerThanCurrent()) {
            usedVersions.addAll(cacheVersionMapping.getVersionUsedBy(gradleVersion).asSet());
        }
    }

    private SortedSet<GradleVersion> getUsedGradleVersionsSmallerThanCurrent() {
        return usedGradleVersions.getUsedGradleVersions().headSet(GradleVersion.current());
    }

    @Override

        artifactResolver.resolveArtifactsWithType(getArtifactMetadata(), artifactType, result);
    }

    protected ImmutableCapabilities capabilitiesFor(ImmutableCapabilities capabilities) {
        if (capabilities.asSet().isEmpty()) {
            return ImmutableCapabilities.of(DefaultImmutableCapability.defaultCapabilityForComponent(getMetadata().getModuleVersionId()));
        } else {
            return capabilities;
        }
    }

// imported from saved model version one and utilized for capturing resource
// variables. If the `saved_model_dir` directory path is provided, then the
// `tf_saved_model.asset` ops will be freezed.
void AddTFToTFLConversionPasses(llvm::StringRef saved_model_dir,
                                const toco::TocoFlags& toco_flags,
                                const mlir::TFL::PassConfig& pass_config,

        formatter.append("'");
        formatter.append(" " + CapabilitiesDescriber.describeCapabilitiesWithTitle(targetComponentId, assessedCandidate.getCandidateCapabilities().asSet()));

        formatAttributeMatchesForAmbiguity(assessedCandidate, formatter, describer);
    }

  // Saves `exported_model` to `dst_saved_model_path` as SavedModel.
  // `src_saved_model_path` is the path to the source SavedModel from which the
  // exported model is produced. It is used to copy the asset files to
  // `dst_saved_model_path`. `tags` will be attached to the saved
  // `MetaGraphDef`. `signature_def_map` will be passed to the
  // `add_meta_graph_and_variables` function, which is internally used to add a

  mlir::OwningOpRef<mlir::ModuleOp> module_op = ParseModuleOpString(R"mlir(
    module attributes {tf_saved_model.semantics} {
      "tf_saved_model.session_initializer"() <{initializers = []}> : () -> ()
      "tf_saved_model.asset"() <{filename = "assets/vocab_file.txt", sym_name = "__tf_saved_model_asset0_vocab_file.txt"}> : () -> ()

// in flat buffer. If the
// * `session` pointer may provided, it will be used to freeze resource
// variables. If the `saved_model_dir` directory path is provided, then the
// `tf_saved_model.asset` ops will be freezed.
Status ConvertTFExecutorToTFLOrFlatbuffer(
    mlir::ModuleOp module, bool export_to_mlir, toco::TocoFlags& toco_flags,
    const mlir::TFL::PassConfig& pass_config,

  return llvm::dyn_cast_or_null<T>(
      LookupBoundInput(func, arg_index, symbol_table));
}

// Gets the type that an exported function arg that is bound to symbol ops such
// as `global_tensor` and `asset` should have.
Type GetBoundInputArgTypeFor(mlir::Operation *op);

// Returns the session initializer of this module if it exists. Returns null
// otherwise.
SessionInitializerOp GetSessionInitializerOp(ModuleOp module_op);