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Zero-setup ML inference for Flutter using Rust engines (Candle, Linfa). Load PyTorch, train on-device with unified API. Cross-platform support.

150/ 160
pub points
38
downloads

We analyzed this package 3 days ago, and awarded it 150 pub points (of a possible 160):

Passed report section
Follow Dart file conventions
30 / 30trigger folding of the section

Passed check 10/10 points: Provide a valid pubspec.yaml

Passed check 5/5 points: Provide a valid README.md

Passed check 5/5 points: Provide a valid CHANGELOG.md

Passed check 10/10 points: Use an OSI-approved license

Detected license: MIT.

Failed report section
Provide documentation
10 / 20trigger folding of the section

Passed check 10/10 points: 20% or more of the public API has dartdoc comments

174 out of 189 API elements (92.1 %) have documentation comments.

Some symbols that are missing documentation: inference.InferenceSession.InferenceSession.new, inference.InputValidationException.InputValidationException.new, inference.ModelLoadException.ModelLoadException.new, inference.PredictionException.PredictionException.new, inference.ResourceException.ResourceException.new.

Failed check 0/10 points: Package has an example

No example found.

See package layout guidelines on how to add an example.

Failed report section
Platform support
20 / 20trigger folding of the section

Passed check 20/20 points: Supports 5 of 6 possible platforms (iOS, Android, Web, Windows, macOS, Linux)

  • ✓ Android

  • ✓ iOS

  • ✓ Windows

  • ✓ Linux

  • ✓ macOS

These platforms are not supported:

Package does not support platform `Web`.

Because:

  • package:inference/inference.dart that declares support for platforms: Android, iOS, Windows, Linux, macOS.

Failed check 0/0 points: WASM compatibility

Package not compatible with runtime wasm

Because:

  • package:inference/inference.dart that imports:
  • package:inference/src/engines/linfa_session.dart that imports:
  • package:inference/src/inference_session.dart that imports:
  • package:inference/src/inference_input.dart that imports:
  • dart:io

This package is not compatible with runtime wasm, and will not be rewarded full points in a future version of the scoring model.

See https://dart.cn/web/wasm for details.

Passed report section
Pass static analysis
50 / 50trigger folding of the section

Passed check 50/50 points: code has no errors, warnings, lints, or formatting issues

Passed report section
Support up-to-date dependencies
40 / 40trigger folding of the section

Passed check 10/10 points: All of the package dependencies are supported in the latest version

Package Constraint Compatible Latest Notes
ffi ^2.1.4 2.1.4 2.1.4
flutter_rust_bridge ^2.11.1 2.11.1 2.11.1
freezed_annotation ^3.1.0 3.1.0 3.1.0
image ^4.2.0 4.5.4 4.5.4
meta ^1.16.0 1.17.0 1.17.0
plugin_platform_interface ^2.0.2 2.1.8 2.1.8
Transitive dependencies
Package Constraint Compatible Latest Notes
archive - 4.0.7 4.0.7
args - 2.7.0 2.7.0
async - 2.13.0 2.13.0
build_cli_annotations - 2.1.1 2.1.1
characters - 1.4.0 1.4.1
collection - 1.19.1 1.19.1
crypto - 3.0.7 3.0.7
json_annotation - 4.9.0 4.9.0
material_color_utilities - 0.11.1 0.13.0
path - 1.9.1 1.9.1
petitparser - 7.0.1 7.0.1
posix - 6.0.3 6.0.3
typed_data - 1.4.0 1.4.0
vector_math - 2.2.0 2.2.0
web - 1.1.1 1.1.1
xml - 6.6.1 6.6.1

To reproduce run dart pub outdated --no-dev-dependencies --up-to-date --no-dependency-overrides.

Passed check 10/10 points: Package supports latest stable Dart and Flutter SDKs

Passed check 20/20 points: Compatible with dependency constraint lower bounds

pub downgrade does not expose any static analysis error.

Analyzed with Pana 0.23.1, Flutter 3.38.0, Dart 3.10.0-290.4.beta.

Check the analysis log for details.

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10
likes
150
points
38
downloads

Publisher

verified publishershankarkakumani.dev

Weekly Downloads

Zero-setup ML inference for Flutter using Rust engines (Candle, Linfa). Load PyTorch, train on-device with unified API. Cross-platform support.

Repository (GitHub)
View/report issues

Topics

#machine-learning #artificial-intelligence #pytorch #rust

Documentation

API reference

License

MIT (license)

Dependencies

ffi, flutter, flutter_rust_bridge, freezed_annotation, image, meta, plugin_platform_interface

More

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