8 Commits

Author SHA1 Message Date
Qingyun Wu
10082b9262
v0.5.12 (#150)
* remove extra comma

* exclusive bound

* log file name

* add cost to space

* dataset_format

* add load_openml_dataset test

* docstr

* revise test format

* simplify restore

* order categories

* openml server exception in test

* process space

* add warning

* log format

* reduce n_cpu

* nested space

* hierarchical search space for CFO

* non hierarchical for bs

* unflatten hierarchical config

* connection error

* random sample

* config signature

* check ray version

* preprocess numpy array

* catboost preprocess

* time budget

* seed, verbose, hpo_method

* test cfocat

* shallow copy in flatten_dict
prevent lgbm model duplication

* match estimator name

* quantize and log

* test qloguniform and qrandint

* test qlograndint

* thread.running

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qingyunwu@Qingyuns-MacBook-Pro-2.local>
2021-08-11 23:02:22 -07:00
Xueqing Liu
eeaf5b5963
space -> main (#148)
* subspace in flow2

* search space and trainable from AutoML

* experimental features: multivariate TPE, grouping, add_evaluated_points

* test experimental features

* readme

* define by run

* set time_budget_s for bs

Co-authored-by: liususan091219 <Xqq630517>

* version

* acl

* test define_by_run_func

* size

* constraints

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
2021-08-02 16:10:26 -07:00
Chi Wang
b3bb00966d
coverage (#135)
* coverage

* readme

* timeout
2021-07-20 17:00:44 -07:00
Chi Wang
97a7c114ee
Issue58 (#59)
* iter per learner

* code cleanup
2021-04-08 09:29:55 -07:00
Chi Wang
4a8110c87b
pickle the AutoML object (#37)
* pickle the AutoML object

* get best model per estimator

* test deberta

* stateless API

* Add Gitter badge (#41)

* prevent divide by zero

* test roberta

* BlendSearchTuner

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: The Gitter Badger <badger@gitter.im>
2021-03-16 22:13:35 -07:00
Chi Wang
776aa55189
V0.2.2 (#19)
* v0.2.2

separate the HPO part into the module flaml.tune
enhanced implementation of FLOW^2, CFO and BlendSearch
support parallel tuning using ray tune
add support for sample_weight and generic fit arguments
enable mlflow logging

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: qingyun-wu <qw2ky@virginia.edu>
2021-02-05 21:41:14 -08:00
Chi Wang
cb5ce4e3a6
v0.1.3 Set default logging level to INFO (#14)
* set default logging level to INFO

* remove unnecessary import

* API future compatibility

* add test for customized learner

* test dependency

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
2020-12-15 08:10:43 -08:00
Eric Zhu
4ce908f42e
Fix #11; add tests for training log and python logger (#12) 2020-12-14 23:10:03 -08:00