76 Commits

Author SHA1 Message Date
Chi Wang
b3bb00966d
coverage (#135)
* coverage

* readme

* timeout
2021-07-20 17:00:44 -07:00
Chi Wang
072e9e4588
constraint (#132)
* constraint

* ensemble
2021-07-10 09:02:17 -07:00
Qingyun Wu
b04b00dc9d
V0.5.6 (#128)
* recover ConcurrencyLimiter

* cost attribute

* update notebooks

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qiw@microsoft.com>
2021-07-06 08:32:20 -07:00
Qingyun Wu
a291abfab9
Cha cha (#127)
* unordered categorical

* allow cost attribute to be None

* tensorboardX version

* quote

* cfo cat

* trunc

* Update version.py

* incumbent is normalized

* python 3.9

* remove ConcurrencyLimiter

* seed

* estimator

* update autovw notebook

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qiw@microsoft.com>
2021-07-05 18:17:26 -07:00
Chi Wang
183b867856
groups (#107)
* groups

* version

* developer's guide
2021-06-15 18:52:57 -07:00
Chi Wang
f7cf2ea45a
Multiclass (#99)
* utility functions

* stepsize lower bound
2021-06-04 10:31:33 -07:00
Chi Wang
61d1263dfd
log best model (#96)
* log best model
2021-06-02 13:11:41 -07:00
Chi Wang
b206363c9a
metric constraint (#90)
* penalty change

* metric modification

* catboost init
2021-05-22 08:51:38 -07:00
Chi Wang
0925e2b308
constraints (#88)
* pre-training constraints

* metric constraints after training
2021-05-18 15:57:42 -07:00
Gian Pio Domiziani
730fd14ef6
micro/macro f1 metrics added. (#80)
* micro/macro f1 metrics added.

* format lines.
2021-04-26 14:50:41 -04:00
Chi Wang
97a7c114ee
Issue58 (#59)
* iter per learner

* code cleanup
2021-04-08 09:29:55 -07:00
Chi Wang
b7a91e0385
V0.3.0 (#55)
* flaml v0.3

* low cost partial config
2021-04-06 11:37:52 -07:00
Chi Wang
ae5f8e5426
data validation (#45)
* pickle the AutoML object

* get best model per estimator

* test deberta

* stateless API

* prevent divide by zero

* test roberta

* BlendSearchTuner

* delta time

* reindex columns when dropping int-indexed columns

* test drop columns and small training data

* param set for ensemble builder

* fillna on copy

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
2021-03-19 09:50:47 -07:00
Iman Hosseini
0f99526b63
Update automl.py to add verbose argument to fit (#40)
* Update automl.py

* Pass verbose-1 to tune

passing verbose-1 to tune, ensures that for verbose=1, tune is silenced (no INFO prints) and for verbose=2 we see the INFO prints, and for verbose=3 we get DEBUG level at tune, as we want. This is due to: https://github.com/microsoft/FLAML/blob/main/flaml/tune/tune.py#L227
2021-03-17 10:54:17 -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
7bd231e497
v0.2.6 (#32)
* xgboost notebook

* finetuning notebook

* finetuning test

* experimental nni support

* support nested search space

* log file name

* record training_iteration

* eps

* reset times

* std set to default step size if 0
2021-02-28 12:43:43 -08:00
Chi Wang
6ff0ed434b
v0.2.5 (#30)
* test distillbert

* import check

* complete partial config

* None check

* init config is not suggested by bo

* badge

* notebook for lightgbm
2021-02-22 22:10:41 -08:00
Chi Wang (MSR)
da88aa77e3 None check 2021-02-13 10:58:49 -08:00
Chi Wang (MSR)
bd16eeee69 sample_weight; dependency; notebook 2021-02-13 10:43:11 -08:00
Chi Wang (MSR)
f956e957d4 sample_weight when training with full data 2021-02-05 23:12:52 -08:00
Chi Wang (MSR)
833d022cfc sample weight for subsampled data 2021-02-05 23:04:29 -08:00
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
0fb3e04fc3
API docs #6 (#13) and update version to 0.1.2 2020-12-15 00:57:30 -08:00
Eric Zhu
4ce908f42e
Fix #11; add tests for training log and python logger (#12) 2020-12-14 23:10:03 -08:00
Chi Wang (MSR)
492990655d v0.1.0 2020-12-04 09:40:27 -08:00