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Recent Releases of gradsflow-automl

gradsflow-automl - ✨ Enhancements and Bug fixes

What's Changed

  • 🌟 format docs by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/170
  • [Snyk] Fix for 3 vulnerabilities by @snyk-bot in https://github.com/gradsflow/gradsflow/pull/171
  • Tensorboard callbacks by @arvindmuralie77 in https://github.com/gradsflow/gradsflow/pull/173
  • update docs :memo: by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/175
  • anti pattern fixes from deepsource by @skp-github in https://github.com/gradsflow/gradsflow/pull/176
  • [pre-commit.ci] pre-commit suggestions by @pre-commit-ci in https://github.com/gradsflow/gradsflow/pull/177
  • Demo & fixes by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/180
  • Upgrade deps by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/181
  • 🐛 minor bug fixes and reformat by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/182
  • fix examples and Flash trainer by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/183
  • refactor apis by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/184
  • Fix examples by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/185

New Contributors

  • @snyk-bot made their first contribution in https://github.com/gradsflow/gradsflow/pull/171
  • @arvindmuralie77 made their first contribution in https://github.com/gradsflow/gradsflow/pull/173
  • @skp-github made their first contribution in https://github.com/gradsflow/gradsflow/pull/176

Full Changelog: https://github.com/gradsflow/gradsflow/compare/v0.0.8...v0.0.8.post1

- Python
Published by aniketmaurya almost 4 years ago

gradsflow-automl - v0.0.8

What's Changed

  • 🤩 refactor core by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/136
  • cleanup APIs by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/137
  • added conda installation instruction by @sugatoray in https://github.com/gradsflow/gradsflow/pull/144
  • recursively exclude tests folder and its contents by @sugatoray in https://github.com/gradsflow/gradsflow/pull/141
  • add model.save test by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/147
  • remove redundant to_item by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/152
  • refactor Tracker by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/153
  • Change methods not using its bound instance to staticmethods by @deepsource-autofix in https://github.com/gradsflow/gradsflow/pull/156
  • refactor metrics by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/159
  • add dataoader length by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/160
  • fix model checkpoint folder not found by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/162
  • Fix metrics update by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/163
  • Replace multiple == checks with in by @deepsource-autofix in https://github.com/gradsflow/gradsflow/pull/167
  • increment current_epoch after each epoch by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/169
  • Wandb Implementation by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/168

Full Changelog: https://github.com/gradsflow/gradsflow/compare/v0.0.7...v0.0.8

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - v0.0.8.dev1

What's Changed

  • optional pl dependency by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/133
  • minor fixes by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/134
  • 📚 update example by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/135
  • 🤩 refactor core by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/136
  • cleanup APIs by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/137
  • remove dependencies by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/139
  • added conda installation instruction by @sugatoray in https://github.com/gradsflow/gradsflow/pull/144
  • recursively exclude tests folder and its contents by @sugatoray in https://github.com/gradsflow/gradsflow/pull/141
  • pin flash version to 0.5.1 by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/143
  • refactor backend by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/146
  • Remove flit by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/148
  • add model.save test by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/147
  • Update main.yml by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/149
  • remove redundant to_item by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/152
  • [pre-commit.ci] pre-commit suggestions by @pre-commit-ci in https://github.com/gradsflow/gradsflow/pull/155
  • refactor Tracker by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/153
  • Change methods not using its bound instance to staticmethods by @deepsource-autofix in https://github.com/gradsflow/gradsflow/pull/156
  • 📝 fix documentation & examples by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/158
  • refactor metrics by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/159
  • add dataoader length by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/160
  • fix model checkpoint folder not found by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/162
  • Fix metrics update by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/163

Full Changelog: https://github.com/gradsflow/gradsflow/compare/v0.0.7...v0.0.8.dev1

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - v0.0.7.post2

What's Changed

  • optional pl dependency by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/133
  • minor fixes by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/134
  • 📚 update example by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/135
  • 🤩 refactor core by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/136
  • cleanup APIs by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/137

Full Changelog: https://github.com/gradsflow/gradsflow/compare/v0.0.7...v0.0.7.post2

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - Improved Callback and Loggers

Highlights

  • ☄️ comet integration #129
  • add model checkpoint callback #121
  • 📝 add csv logger #116
  • 🚀 add trainevalcallback #111
  • 🪄 add Average Meter #109
  • fix device issue in metric calculation PR #106

What's Changed

  • [pre-commit.ci] pre-commit suggestions by @pre-commit-ci in https://github.com/gradsflow/gradsflow/pull/98
  • clean docs by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/100
  • fix optimizer by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/102
  • fix device issue in metric calculation by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/106
  • ✨ refactor tuner by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/107
  • 📚 add example & better intro by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/108
  • 🪄 add Average Meter by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/109
  • Fixes metrics device handling by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/110
  • 🚀 add trainevalcallback by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/111
  • refactor training callback by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/112
  • 🔥Data refactor by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/113
  • 🚀 Bump test coverage by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/114
  • fix live display error on multiple runs by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/115
  • 📝 add csv logger by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/116
  • ✨refactor base model by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/118
  • ☘️ add codecarbon callback by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/119
  • add model checkpoint callback by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/121
  • fix loss compile by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/126
  • add requirement decorator by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/128
  • Refactor callback runner by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/130
  • ☄️ comet integration by @aniketmaurya in https://github.com/gradsflow/gradsflow/pull/129

New Contributors

  • @pre-commit-ci made their first contribution in https://github.com/gradsflow/gradsflow/pull/98

Full Changelog: https://github.com/gradsflow/gradsflow/compare/v0.0.6...v0.0.7

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - Model Training & Auto Tuner

0.0.6

  • 🎉 Revamp Callbacks and Training #94
  • ✨ refactor data handling 📝 docs update. PR #91
  • integrate torchmetrics. PR #80
  • callbacks & 🤑 ProgressCallback. PR #76
  • 🔥 Add AutoModel Tuner. PR #74
  • refactor APIs - Simplify API & add model.compile(...). PR #73
  • 🤗 integrate HF Accelerator. PR #71

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - 0.0.5

What is New?

  • Keras style Model Training API 🎉
  • Remote Dataset Loader - create dataloader from any cloud Bucket ☁️
  • Datagenerator for Image Classification (more to come soon...)

📚 Documentation & Examples

To install $ pip install -U gradsflow

Release Notes

  • 🔥 Add custom training loop with model.fit. PR #63 Done by @aniketmaurya
  • ☁️ Add ray.data - remote dataset loader. PR #61 Done by @aniketmaurya
  • 🎉 Add AutoDataset - Encapsulate datamodule and dataloaders. PR #59 Done by @aniketmaurya
  • 🌟 Add Autotask feature. PR #54 Done by @gagan3012
  • ✨ Add AutoTrainer to support plain torch training loop and other torch frameworks. PR #53

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - 0.0.5a0

Release Notes

🔥 Add custom training loop with model.fit. PR #63 Done by @aniketmaurya ☁️ Add ray.data - remote dataset loader. PR #61 Done by @aniketmaurya 🎉 Add AutoDataset - Encapsulate datamodule and dataloaders. PR #59 Done by @aniketmaurya 🌟 Add Autotask feature. PR #54 Done by @gagan3012 ✨ Add AutoTrainer to support plain torch training loop and other torch frameworks. PR #53

$ pip install gradsflow==0.0.5a0

📚 Get started with Documentation

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - 0.0.4

Latest Changes

  • fix best checkpoints model loading #52
  • 🚀 feature/fix train arguments docs #44
  • Publish Python 🐍 distributions 📦 to PyPI #42

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - Distributed HPO with Ray ♾

0.0.3

Latest Changes

Get Started Now

📚 Documentation: docs.gradsflow.com

$ pip install -U gradsflow

Example

```python from gradsflow import AutoImageClassifier

from flash.core.data.utils import download_data from flash.image import ImageClassificationData

datadir = "/Users/aniket/personal/gradsflow/gradsflow/data/" downloaddata("https://pl-flash-data.s3.amazonaws.com/hymenopteradata.zip", datadir) datamodule = ImageClassificationData.fromfolders( trainfolder=f"{datadir}/hymenopteradata/train/", valfolder=f"{datadir}/hymenoptera_data/val/", )

model = AutoImageClassifier( datamodule, maxepochs=2, ntrials=4, optimizationmetric="valaccuracy", timeout=50, )

print("AutoImageClassifier initialised!") model.hp_tune(gpu=1) ```

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - Gradsflow + Ray Tune integration

  • migrate to ray_tune 🌟. Read more here. PR #36 by @aniketmaurya.
  • render jupyter notebooks in documentation. PR #38 by @aniketmaurya.

$ pip install -U gradsflow==0.0.3a2

📝 Read more on documentation

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - 0.0.3a1

0.0.3a1

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - 0.0.2

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - First stable Release 🎉🚀✨

Release Notes

0.0.1

What is Gradsflow?

Gradsflow is based on Optuna and PyTorch Lightning ⚡️. It leverages PyTorch Lightning Flash so that you don't have to write any PyTorch or Optuna code for model building or hyperparameter tuning 🚀

Although you might want to train a custom model and search hyperparameters, You can easily integrate any PyTorch/Lightning Flash Model with Gradsflow AutoModel ✨

gradsflow.core: Core defines the building blocks of AutoML tasks.

gradsflow.taskauto: AutoTasks defines different ML/DL tasks which is provided by Gradsflow AutoML API.

Image classification example

```python from flash.core.data.utils import download_data from flash.image import ImageClassificationData

from gradsflow import AutoImageClassifier

# 1. Create the DataModule
download_data("https://pl-flash-data.s3.amazonaws.com/hymenoptera_data.zip", "./data")

datamodule = ImageClassificationData.from_folders(
    train_folder="data/hymenoptera_data/train/",
    val_folder="data/hymenoptera_data/val/",
)

suggested_conf = dict(
    optimizers=["adam", "sgd"],
    lr=(5e-4, 1e-3),
)
model = AutoImageClassifier(datamodule,
                            suggested_conf=suggested_conf,
                            max_epochs=10,
                            optimization_metric="val_accuracy",
                            timeout=300)
model.hp_tune()

```

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - An AutoML Library made with Optuna and PyTorch Lightning

Refactoring and bug fixes

- Python
Published by aniketmaurya over 4 years ago

gradsflow-automl - 🎉 AutoClassification

  • Added AutoImageClassification
  • Added AutoTextClassification

Example

```python model = AutoImageClassifier(datamodule, suggestedbackbones=['sslresnet18'], suggestedconf=suggestedconf, maxepochs=1, optimizationmetric="val_accuracy", timeout=30)

print("AutoImageClassifier initialised!") model.hp_tune() ```

- Python
Published by aniketmaurya over 4 years ago