flutter_ml 2.0.0
flutter_ml: ^2.0.0 copied to clipboard
A deep learning framework in pure Dart with a dynamic autograd engine. Designed for education, research, and understanding the core mechanics of AI.
Use this package as a library
Depend on it
Run this command:
With Flutter:
$ flutter pub add flutter_mlThis will add a line like this to your package's pubspec.yaml (and run an implicit flutter pub get):
dependencies:
flutter_ml: ^2.0.0Alternatively, your editor might support flutter pub get. Check the docs for your editor to learn more.
Import it
Now in your Dart code, you can use:
import 'package:flutter_ml/cpu_version/activationFuncitons/activationFunction.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/elu.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/leakyRelu.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/mish.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/relu.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/sigmoid.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/silu.dart';
import 'package:flutter_ml/cpu_version/activationFuncitons/softmax.dart';
import 'package:flutter_ml/cpu_version/cpu_version.dart';
import 'package:flutter_ml/cpu_version/layertypes/averagePoolingLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/batchNormalizationLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/conv2D.dart';
import 'package:flutter_ml/cpu_version/layertypes/convlstmLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/denseLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/dropoutLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/dualLSTM.dart';
import 'package:flutter_ml/cpu_version/layertypes/embeddingLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/flattenLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/globalAveragePoolingLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/layer.dart';
import 'package:flutter_ml/cpu_version/layertypes/lstmLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/maxPoolingLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/multiHeadAttentionLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/multiLSTMLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/normalizationLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/positionalEncodingLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/reluLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/rnnLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/singleHeadAttentionLayer.dart';
import 'package:flutter_ml/cpu_version/layertypes/transformer.dart';
import 'package:flutter_ml/cpu_version/layertypes/transformerEncodingLayer.dart';
import 'package:flutter_ml/cpu_version/networks/SNetwork.dart';
import 'package:flutter_ml/cpu_version/optimizers/adagrad.dart';
import 'package:flutter_ml/cpu_version/optimizers/adam.dart';
import 'package:flutter_ml/cpu_version/optimizers/adamw.dart';
import 'package:flutter_ml/cpu_version/optimizers/amsgrad.dart';
import 'package:flutter_ml/cpu_version/optimizers/nag.dart';
import 'package:flutter_ml/cpu_version/optimizers/optimizer.dart';
import 'package:flutter_ml/cpu_version/optimizers/rmsprop.dart';
import 'package:flutter_ml/cpu_version/optimizers/sgd.dart';
import 'package:flutter_ml/cpu_version/optimizers/sgdmomentum.dart';
import 'package:flutter_ml/cpu_version/optimizers/testoptimizers.dart';
import 'package:flutter_ml/full_library.dart';
import 'package:flutter_ml/gpu_version/SNetworkGPU.dart';
import 'package:flutter_ml/gpu_version/ffi/OpCodes.dart';
import 'package:flutter_ml/gpu_version/ffi/commandBuffer.dart';
import 'package:flutter_ml/gpu_version/ffi/cudaEngine.dart';
import 'package:flutter_ml/gpu_version/ffi/ffi.dart';
import 'package:flutter_ml/gpu_version/ffi/tapeDecoder.dart';
import 'package:flutter_ml/gpu_version/gpu_version.dart';
import 'package:flutter_ml/gpu_version/optimizer/SGD.dart';
import 'package:flutter_ml/gpu_version/optimizer/optimizer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/LSTMTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/averagePoolingTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/batchNormalizationTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/conv2DTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/convLSTMTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/denseTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/dropoutTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/dualLSTMTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/embeddingTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/flattenTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/geluTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/globalAveragePoolingTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/layerNormalizationTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/maxPoolingTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/multiHeadAttentionTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/positionalEncodingTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/reluTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/rnnTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/sigmoidMatrixTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/singleHeadAttentionTapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/tapeLayer.dart';
import 'package:flutter_ml/gpu_version/tapelayertypes/transformerEncoderBlockTapeLayer.dart';
import 'package:flutter_ml/logger.dart';
import 'package:flutter_ml/tensor/safeTensorExporter.dart';
import 'package:flutter_ml/tensor/safeTensorLoader.dart';
import 'package:flutter_ml/tensor/tensor.dart';
import 'package:flutter_ml/tensor/tensor_cpu_gpu.dart';
import 'package:flutter_ml/tensor/tensor_gpu.dart';
import 'package:flutter_ml/tensor/tensor_math_cpu.dart';
import 'package:flutter_ml/tensor/tensor_math_gpu.dart';
import 'package:flutter_ml/tensor/type_Aliases.dart';
import 'package:flutter_ml/testtensorspeed.dart';