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hyperboard's Introduction

HyperBoard

中文

HyperBoard is a visualization tool designed for Hypernets.

HyperBoard contains three projects which are listed below:

  • hboard: provides a visualization tool for experiment information based on the web.
  • hboard-widget: provides a visualization tool for experiment information based on jupyter notebook widget.
  • hboard-frontend: provides a frontend visualization library for Hypernets.

An example of the experiment information dashboard: experiment_process.gif

HyperBoard related projects

  • Hypernets: A general automated machine learning (AutoML) framework.
  • HyperGBM: A full pipeline AutoML tool integrated various GBM models.
  • HyperDT/DeepTables: An AutoDL tool for tabular data.
  • HyperTS: A full pipeline AutoML&AutoDL tool for time series datasets.
  • HyperKeras: An AutoDL tool for Neural Architecture Search and Hyperparameter Optimization on Tensorflow and Keras.
  • Cooka: Lightweight interactive AutoML system.

DataCanvas AutoML Toolkit

DataCanvas

HyperBoard is an open source project created by DataCanvas.

hyperboard's People

Contributors

jackguagua avatar liuzhaohan0 avatar oaksharks avatar

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Forkers

liuzhaohan0

hyperboard's Issues

when opening the webui, the undersampling pre-search step is invalid

Please make sure that this is a bug.

System information

  • OS Platform: linux
  • Python version:3.9
  • HyperGBM version: 0.3 or 0.2.5.7
  • hboard: 0.1.1

Describe the current behavior
if make_experiment() set down_sample_search=True and webui=True, hypernets will report the following warning, which results in invalid search steps.

10-26 11:32:31 W hypernets.e.init.py 1463 - Exception: Unseen Step class SpaceSearchWithDownSampleStep
Traceback (most recent call last):
File "/home/jiapj/miniconda3/envs/gbm_venv_3.9/lib/python3.9/site-packages/hypernets/experiment/_experiment.py", line 86, in run
callback.experiment_start(self)
File "/home/jiapj/miniconda3/envs/gbm_venv_3.9/lib/python3.9/site-packages/hboard/callbacks.py", line 125, in experiment_start
super(WebVisExperimentCallback, self).experiment_start(exp)
File "/home/jiapj/miniconda3/envs/gbm_venv_3.9/lib/python3.9/site-packages/hypernets/experiment/_callback.py", line 533, in experiment_start
d = ExperimentExtractor(exp).extract()
File "/home/jiapj/miniconda3/envs/gbm_venv_3.9/lib/python3.9/site-packages/hypernets/experiment/_extractor.py", line 670, in extract
steps_meta = [self.extract_step(i, step) for i, step in enumerate(exp.steps)]
File "/home/jiapj/miniconda3/envs/gbm_venv_3.9/lib/python3.9/site-packages/hypernets/experiment/_extractor.py", line 670, in
steps_meta = [self.extract_step(i, step) for i, step in enumerate(exp.steps)]
File "/home/jiapj/miniconda3/envs/gbm_venv_3.9/lib/python3.9/site-packages/hypernets/experiment/_extractor.py", line 633, in extract_step
raise Exception(f"Unseen Step class {step_type} ")

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