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add model selection for nlg #835

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Susan Xueqing Liu (liususan091219) wants to merge 10 commits into
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add model selection for nlg #835

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d880ece
add model selection for nlg
liususan091219 Dec 1, 2022
e6e023b
fix conflict
liususan091219 Feb 12, 2023
5dc248d
Merge branch 'main' into nlg_model
liususan091219 Mar 10, 2023
b3e8e72
Merge remote-tracking branch 'upstream/main' into nlg_model
liususan091219 Mar 10, 2023
f1201e9
Merge branch 'nlg_model' of https://github.com/liususan091219/FLAML-p…
liususan091219 Mar 10, 2023
69b50c5
add model selection for nlg
liususan091219 Mar 10, 2023
9dfbb1e
Merge branch 'main' into nlg_model
liususan091219 Mar 11, 2023
b726194
addressing error
liususan091219 Mar 12, 2023
8eddf62
Merge branch 'nlg_model' of https://github.com/liususan091219/FLAML-p…
liususan091219 Mar 12, 2023
14fa0eb
Merge branch 'main' into nlg_model
liususan091219 Mar 15, 2023
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35 changes: 23 additions & 12 deletions flaml/model.py
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Original file line number Diff line number Diff line change
Expand Up @@ -905,18 +905,29 @@ def search_space(cls, data_size, task, **params):
If OOM, user should change the search space themselves
"""

search_space_dict["model_path"] = {
"domain": tune.choice(
[
"google/electra-base-discriminator",
"bert-base-uncased",
"roberta-base",
"facebook/muppet-roberta-base",
"google/electra-small-discriminator",
]
),
"init_value": "facebook/muppet-roberta-base",
}
if task in NLG_TASKS:
search_space_dict["model_path"] = {
"domain": tune.choice(
[
"t5-small",
"facebook/bart-base",
]
),
"init_value": "t5-small",
}
else:
search_space_dict["model_path"] = {
"domain": tune.choice(
[
"google/electra-base-discriminator",
"bert-base-uncased",
"roberta-base",
"facebook/muppet-roberta-base",
"google/electra-small-discriminator",
]
),
"init_value": "facebook/muppet-roberta-base",
}
return search_space_dict


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