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Dedup for evolution search #5092
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What will happen if the search space is exhausted? |
It will give up the dedup, and fallback to the original "un-dedup" process. I read the HPO dedup util. It's hard to reuse it because the format is not unified. Also, the generated config uses mutator as keys, and mutators are not JSON-serializable. (I'm working on both problems in v3.0 iteration.) |
liuzhe-lz
approved these changes
Sep 23, 2022
QuanluZhang
reviewed
Sep 26, 2022
nni/nas/strategy/evolution.py
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| @@ -43,6 +46,10 @@ class RegularizedEvolution(BaseStrategy): | |||
| The number of individuals that should participate in each tournament. Default: 25. | |||
| mutation_prob : float | |||
| Probability that mutation happens in each dim. Default: 0.05 | |||
| dedup : bool | |||
| Do not try the same configuration twice. When variational is true, deduplication is not supported. Default: true. | |||
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what is "variational"?
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Mis-copied. Removed.
QuanluZhang
approved these changes
Sep 28, 2022
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Description
Add deduplication for evolutionary search.
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