* Small docstring change for clarity
* Added tentative changes to docs
* Update website/docs/Use-Cases/Task-Oriented-AutoML.md
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* Update flaml/model.py
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* Updated model.py to reflect `n_jobs = None` suggestion
* Updated tutorial to reflect `n_jobs=None` suggestion
* Update model.py
Improved string
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
As described in #777, I had trouble executing the setup using zsh.
Eventually, I noticed that I had to escape the brackets.
My proposed change includes both brackets to be escaped, however for me it was enough to escape the opening one only, since as far as I know a trailing non-escaped closing bracket will then be recognized, accordingly.
* rm classification head in nlp
* rm classification head in nlp
* rm classification head in nlp
* adding test cases for switch classification head
* adding test cases for switch classification head
* Update test/nlp/test_autohf_classificationhead.py
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* adding test cases for switch classification head
* run each test separately
* skip classification head test on windows
* disabling wandb reporting
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* fix test nlp custom metric
* Update website/docs/Examples/AutoML-NLP.md
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* Update website/docs/Examples/AutoML-NLP.md
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* fix test nlp custom metric
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* add vw version requirement
* vw version
* version range
* add documentation
* vw version range
* skip test on py3.10
* vw version
* rephrase
* don't install vw on py 3.10
* move import location
* remove inherit
* 3.10 in version
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* update forecasting with exogeneous variables example
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update forecasting with exogeneous variables example on website
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* rerun automl_time_series_forecast with new predict function for tft
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* correct spelling error
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* time series forecasting with panel datasets
- integrate Temporal Fusion Transformer as a learner based on pytorchforecasting
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update setup.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update test_forecast.py
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* update setup.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update setup.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update model.py and test_forecast.py
- remove blank lines
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update model.py to prevent errors
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update automl.py and data.py
- change forecast task name
- update documentation for fit() method
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update test_forecast.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update test_forecast.py
- add performance test
- use 'fit_kwargs_by_estimator'
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* add time index function
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update test_forecast.py performance test
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update data.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update automl.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update data.py to prevent type error
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update setup.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update for pytorch forecasting tft on panel datasets
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update automl.py documentations
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* - rename estimator
- add 'gpu_per_trial' for tft estimator
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update test_forecast.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* include ts panel forecasting as an example
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update model.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update documentations
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update automl_time_series_forecast.ipynb
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update documentations
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* "weights_summary" argument deprecated and removed for pl.Trainer()
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update model.py tft estimator prediction method
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update model.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update `fit_kwargs` documentation
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
* update automl.py
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* add pipeline tuner component and dependencies.
* clean code.
* do not need force rerun.
* replace the resources.
* update metrics retrieving.
* Update test/pipeline_tuning_example/requirements.txt
* Update test/pipeline_tuning_example/train/env.yaml
* Update test/pipeline_tuning_example/tuner/env.yaml
* Update test/pipeline_tuning_example/tuner/tuner_func.py
* Update test/pipeline_tuning_example/data_prep/env.yaml
* fix issues found by lint with flake8.
* add documentation
* add data.
* do not need AML resource for local run.
* AML -> AzureML
* clean code.
* Update website/docs/Examples/Tune-AzureML pipeline.md
* rename and add pip install.
* update figure name.
* align docs with code.
* remove extra line.
* support latest xgboost version
* Update test_classification.py
* Update
Exists problems when installing xgb1.6.1 in py3.6
* cleanup
* xgboost version
* remove time_budget_s in test
* remove redundancy
* stop support of python 3.6
Co-authored-by: zsk <shaokunzhang529@gmail.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
* add bs restore test
* use default metric when not provided
* update documentation
* remove print
* period
* remove bs restore test
* Update website/docs/Use-Cases/Task-Oriented-AutoML.md
* handle non-flaml scheduler in flaml.tune
* revise time budget
* Update website/docs/Use-Cases/Tune-User-Defined-Function.md
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* Update website/docs/Use-Cases/Tune-User-Defined-Function.md
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* Update flaml/tune/tune.py
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* add docstr
* remove random seed
* StopIteration
* StopIteration format
* format
* Update flaml/tune/tune.py
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* revise docstr
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* refactoring TransformersEstimator to support default and custom_hp
* handling starting_points not in search space
* addressing starting point more than max_iter
* fixing upper < lower bug
* fix a bug when using ray & update ray on aml
When using with_parameters(), the config argument must be the first argument in the trainable function.
* make training function runnable standalone
* add logo
* update link to file
* Update README.md
* del png
* update website logo
* update icon
Co-authored-by: Qingyun Wu <qxw5138@psu.edu>
Co-authored-by: 张少坤 <zhangshaokun@fuzhi.ai>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
* query logged runs
* mlflow log when using ray
* key check for newer version of ray #363
* catch importerror
* log and load AutoML model
* retrain if necessary when ensemble fails
* simplify lgbm examples
* provide link to lgbm example script.
* simply lgbm example in the example script.
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
zsk