flutter_litert_flex 0.0.3
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FlexDelegate (SELECT_TF_OPS) addon for flutter_litert. Bundles the TensorFlow Lite Flex delegate native library for all platforms at build time.
flutter_litert_flex
FlexDelegate (SELECT_TF_OPS) addon for flutter_litert. Automatically downloads and bundles the TensorFlow Lite Flex delegate native library at build time for all platforms.
When do you need this? #
The Flex delegate is required when your .tflite model uses TensorFlow ops that aren't available as TFLite builtins. Common cases:
- On-device training with convolutional or batch-normalized layers (gradient ops like
Conv2DBackpropFilter) - Checkpoint-based persistence using
tf.raw_ops.Save/Restore - Models converted with
SELECT_TF_OPSenabled
If your model only uses TFLITE_BUILTINS, you don't need this package.
Installation #
dependencies:
flutter_litert: ^1.0.3
flutter_litert_flex: ^0.0.1
That's it. The native libraries are downloaded automatically on the first build.
Usage #
import 'package:flutter_litert/flutter_litert.dart';
final options = InterpreterOptions();
options.addDelegate(FlexDelegate());
final interpreter = await Interpreter.fromAsset('model.tflite', options: options);
No FlexDelegate.download() call needed when using this package.
Platform details #
| Platform | Library | Size | Mechanism |
|---|---|---|---|
| iOS | TensorFlowLiteFlex.xcframework |
~492 MB | CocoaPods (static framework) |
| macOS | libtensorflowlite_flex-mac.dylib |
~123 MB | CocoaPods (bundled resource) |
| Linux | libtensorflowlite_flex-linux.so |
~333 MB | CMake download |
| Windows | libtensorflowlite_flex-win.dll |
~227 MB | CMake download |
| Android | tensorflow-lite-select-tf-ops |
auto | Maven dependency |
Libraries are downloaded once and cached in the plugin directory. Subsequent builds use the cached copy.
Credits #
Based on TensorFlow Lite v2.20.0. See flutter_litert for the base inference library.