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[BIT-572] Exclude lowest quantile from weight setting #895

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merged 7 commits into from
Sep 2, 2022

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opentaco
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@opentaco opentaco commented Sep 1, 2022

BIT-572 Exclude lowest quantile from weight setting

Exclude lowest quantile from weight setting in validator

Intended to pair with normalize_max_multiple to reduce sensitivity to bottom outliers by excluding the lowest quantile, effectively setting their weight to zero.

Quantile of 10% chosen in added neuron parameter: exclude_quantile:
parser.add_argument('--neuron.exclude_quantile', type=float, help='Exclude the lowest quantile from weight setting.', default=0.1)

Intended to pair with normalize_max_multiple to reduce sensitivity to bottom outliers by excluding the lowest quantile, effectively setting their weight to zero.

Quantile of 10% chosen in added neuron parameter: exclude_quantile
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@Eugene-hu Eugene-hu left a comment

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LGTM

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@unconst unconst left a comment

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LGTM

@opentaco opentaco merged commit eae2c7e into nobunaga Sep 2, 2022
@ifrit98 ifrit98 deleted the BIT-572-lowest-decile-shapley branch May 24, 2023 14:33
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4 participants