10 Commits

Author SHA1 Message Date
Chi Wang
e46573a01d
warmstart blendsearch (#186)
* increase test coverage

* use define by run only when needed

* warmstart bs

* classification -> binary, multi

* warm start with evaluated rewards

* data transformer; resource attr for gs

* BlendSearchTuner bug fix and unittest

* bug fix

* docstr and import

* task type
2021-09-04 01:42:21 -07:00
Chi Wang
6ab0730793
remove catboost training dir; ensemble api; blendsearch for hierarchical space; ranking task; forecast improvement (#178)
* remove catboost training dir

* close #48

* bs for hierarchical space. close #85

* retrain for hierarchical space

* clean ml (#180)

Co-authored-by: Qingyun Wu <qxw5138@psu.edu>

* support ranking task

* examples

* cv shuffle

* forecast api and implementation cleaner

* period constraints

* delete groups after fit
2021-09-01 16:25:04 -07:00
Chi Wang
15fd8adac4
max_leaves (#138)
* max_leaf_nodes in rf and extra_tree

* preprocess numpy str

* free up mem after training
2021-07-27 18:02:49 -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
e031c2eb7d
Test restore (#103)
* 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

* stabilize SearchThread speed

* add seed

* fix import

* use except

* add restore test for CFO

* remove test_restore

* remove inspect

* remove print

* change to SearchThread._esp

* add _eps lower bound

* _eps in SearchThread

* add test_restore

* 1<<32

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>
2021-06-07 19:49:45 -04:00
Qingyun Wu
f79e6637a1
add NOTICE file (#91)
* add notice

* notice and licenses

* license
2021-05-24 14:35:08 -04:00
Chi Wang
97a7c114ee
Issue58 (#59)
* iter per learner

* code cleanup
2021-04-08 09:29:55 -07:00
Chi Wang (MSR)
a9b748024f bug fix 2021-02-05 22:18:11 -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