Commit Graph

330 Commits

Author SHA1 Message Date
すずまる 6270353458
support ROC and AUC for multi-class classification (#170)
* support ROC and AUC for multi-class classification

* add a test case to cover ROC and AUC for multi-class classification
2021-08-22 15:16:10 -07:00
Naga Budigam 2fb888e64e
Tutorial on using AutoML in sklearn pipeline (#157)
* tutorial on using AutoML in sklearn pipeline
2021-08-11 17:46:46 -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
Qingyun Wu 58c0ec959d
Update readme for flaml.tune (#137)
* add time_budget_s for bs in readme

* version update

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
2021-07-24 17:10:43 -07:00
Chi Wang b3bb00966d
coverage (#135)
* coverage

* readme

* timeout
2021-07-20 17:00:44 -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
Xueqing Liu da9fc51e62
update notebook 2021-06-22 22:20:16 -07:00
Xueqing Liu 54fbf09322
fixing jupyter notebook (#118) 2021-06-21 19:08:24 -07:00
Xueqing Liu cd4be9c0e5
add notebook (#109)
* added support for transformers==3.4.0

* updating error message

* adding arxiv
2021-06-17 21:42:26 -07:00
Xueqing Liu 926589bdda
exception, coverage for autohf (#106)
* increase coverage

* fixing exception messages

* fixing import
2021-06-14 14:11:40 -07:00
Chi Wang c26720c299
api doc for chacha (#105)
* api doc for chacha

* update params

* link to paper

* update dataset id

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: Qingyun Wu <qiw@microsoft.com>
2021-06-11 10:25:45 -07:00
Xueqing Liu a4049ad9b6
autohf (#43)
automate huggingface transformer
2021-06-09 08:37:03 -07:00
Qingyun Wu c0be2eefe8
typo (#101) 2021-06-04 11:13:28 -07:00
Qingyun Wu c8da829e4d
ChaCha documentation (#100)
* update readme

* naming
2021-06-04 10:52:52 -07:00
Qingyun Wu 0d3a0bfab6
Add ChaCha (#92)
* pickle the AutoML object

* get best model per estimator

* test deberta

* stateless API

* pickle the AutoML object

* get best model per estimator

* test deberta

* stateless API

* prevent divide by zero

* test roberta

* BlendSearchTuner

* sync

* version number

* update gitignore

* delta time

* reindex columns when dropping int-indexed columns

* add seed

* add seed in Args

* merge

* init upload of ChaCha

* remove redundancy

* add back catboost

* improve AutoVW API

* set min_resource_lease in VWOnlineTrial

* docstr

* rename

* docstr

* add docstr

* improve API and documentation

* fix name

* docstr

* naming

* remove max_resource in scheduler

* add TODO in flow2

* remove redundancy in rearcher

* add input type

* adapt code from ray.tune

* move files

* naming

* documentation

* fix import error

* fix format issues

* remove cb in worse than test

* improve _generate_all_comb

* remove ray tune

* naming

* VowpalWabbitTrial

* import error

* import error

* merge test code

* scheduler import

* fix import

* remove

* import, minor bug and version

* Float or Categorical

* fix default

* add test_autovw.py

* add vowpalwabbit and openml

* lint

* reorg

* lint

* indent

* add autovw notebook

* update notebook

* update log msg and autovw notebook

* update autovw notebook

* update autovw notebook

* add available strings for model_select_policy

* string for metric

* Update vw format in flaml/onlineml/trial.py

Co-authored-by: olgavrou <olgavrou@gmail.com>

* make init_config optional

* add _setup_trial_runner and update notebook

* space

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qiw@microsoft.com>
Co-authored-by: olgavrou <olgavrou@gmail.com>
2021-06-02 22:08:24 -04:00
Chi Wang 3083229e40
Notebook (#87)
* notebook update
2021-05-07 19:50:50 -07:00
Qingyun Wu 06045703bf
Lgbm w customized obj (#64)
* add customized lgbm learner

* add comments

* fix format issue

* format

* OpenMLError

* add test

* add notebook

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
2021-04-10 21:14:28 -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 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 1560a6e52a
V0.2.7 (#35)
* bug fix

* admissible region

* use CFO's init point as backup

* step lower bound

* test electra
2021-03-05 23:39:14 -08:00
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) 79a851e408 step curve 2021-02-17 14:03:19 -08:00
Chi Wang (MSR) bd16eeee69 sample_weight; dependency; notebook 2021-02-13 10:43:11 -08:00
Chi Wang (MSR) d659079a5d transformer example 2021-02-06 16:24:38 -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
Chi Wang (MSR) 492990655d v0.1.0 2020-12-04 09:40:27 -08:00