Neuraxio/Neuraxle
The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the right pipeline abstractions to write clean deep learning production pipelines. Let your pipeline steps have hyperparameter spaces. Design steps in your pipeline like components. Compatible with Scikit-Learn, TensorFlow, and most other libraries, frameworks and MLOps environments.
PythonApache-2.0
Issues
- 1
Bug: Test files missing from `sdist` on PyPI
#530 opened by jakirkham - 1
Feature: Integration with sklearn-evaluation
#531 opened by idomic - 5
- 1
Bug: Some discrete distributions may not have a linear dependence between its points (e.g.: Choice v.s. RandInt)
#467 opened by guillaume-chevalier - 3
Feature: Multi-Head AutoML optimization
#473 opened by guillaume-chevalier - 0
Bug: Simple pipeline with sklearn StandardScaler / LinearRegression does not work
#533 opened by ActurialCapital - 1
Bug: StepSaverCallback & BestModelCheckpoint not working in version 0.7.0
#522 opened by guillaume-chevalier - 1
Testing: test the ParallelFeatureUnion with the tests of the FeatureUnion, and test the ParallelColumnTransformer with the tests of the ColumnTransformer.
#518 opened by guillaume-chevalier - 2
Feature: Recursive Context instead of list context for different service cache levels
#516 opened by guillaume-chevalier - 2
- 1
Feature: Have a step store using metaclass-based registration and DLS-based declaration.
#513 opened by guillaume-chevalier - 3
Feature: have a ".prune" function to apply so that the ChooseOneStepOf can delete/pop the other models than the chosen one
#492 opened by guillaume-chevalier - 1
Feature: Static hyperparameters by using Dataclasses and MyPy in the `_HasHyperparamsSpaceMixin` (and/or the `_HasHyperparamsMixin`)
#494 opened by guillaume-chevalier - 1
Bug: Non-Parent Inits called
#500 opened by guillaume-chevalier - 5
Feature: Typed hyperparmeters with default values
#478 opened by joel-odlund - 5
Documentation: Loading pipelines for inference
#481 opened by joel-odlund - 4
Feature: Properly handling thread duplication of services and of transformers
#484 opened by guillaume-chevalier - 1
Feature: Steps could list required hyperparameters and their types for automatic hyperparameter validation
#482 opened by guillaume-chevalier - 1
- 1
Feature: Create a special Callable type for the Conditionally executable steps.
#480 opened by vincent-antaki - 1
Feature: Hyperband Orthogonal (SVD) TPE
#472 opened by guillaume-chevalier - 1
- 1
Bug: Rounding discrete distributions in the Orthogonal (SVD) TPE will offset the best point found
#468 opened by guillaume-chevalier - 1
Bug: Rounding discrete distributions to their nearest discrete point after undoing the SVD in the TPE might pick the wrong point
#466 opened by guillaume-chevalier - 2
Bug: AutoML's copying of the pipeline makes context.parent unreliable for access of pipeline's root
#497 opened by vincent-antaki - 6
Feature: RecursiveDict.compress() to shorten paths to steps and their hyperparams
#486 opened by guillaume-chevalier - 0
Feature: HyperparametersSamples print in AutoML should exclude steps with no hyperparameter.
#489 opened by vincent-antaki - 1
Feature: Database Hyperparam Repository `DatabaseHyperparamRepository`
#496 opened by guillaume-chevalier - 1
Code Style: Improve Code Style
#501 opened by guillaume-chevalier - 0
- 0
- 1
Feature: 3rd Version for AutoML module.
#504 opened by guillaume-chevalier - 0
Bug: Cleanup all of the scipy distributions that are already available within the regular distribution module
#520 opened by guillaume-chevalier - 2
Feature: Improving Context to handle Assertions and Logging differently depending on the context.
#483 opened by guillaume-chevalier - 1
Feature: Create `_HasAssertsMixin` to do things like `self._assert(1 == 1, error_msg, context, level=None)`.
#495 opened by guillaume-chevalier - 0
Feature: Ditch IDs in the data container, and ditch re-hashing mechanisms
#515 opened by guillaume-chevalier - 1
- 3
- 0
Feature: ExecutionContext could inherit from some steps mixins like a TruncableStep, and ExecutionContext Services could inherit from some mixins as well.
#485 opened by guillaume-chevalier - 2
Feature: Use trial_hash instead of trial number when creating a log file.
#509 opened by vincent-antaki - 1
Feature: uber base
#514 opened by guillaume-chevalier - 0
Question: Why isn’t Neuraxle more popular in the machine learning community?
#521 opened by pedropalb - 0
Bug: Multiprocessing error "cannot pickle 'weakref' object" under Python 3.9 and Mac OS
#510 opened by guillaume-chevalier - 1
Bug: Error when using SequentialQueuedPipeline due to improper 'teardown' function call
#506 opened by ShyamSubramanian - 0
Bug: "automl_loop_clean_kata.py" example not updated in documentation website
#491 opened by guillaume-chevalier - 1
- 4
Bug: Quantized Uniform isn't really uniform
#490 opened by skylogic004 - 3
- 1
Feature: Implement our own Logger class
#479 opened by vincent-antaki - 2