@@ -4039,7 +4039,7 @@ def analyze(
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targeted_model : t .Optional [TargetedModel ] = None ,
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use_case_weights : t .Optional [bool ] = None ,
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use_deviations : t .Optional [bool ] = None ,
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- use_sdm : t .Optional [bool ] = None ,
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+ use_sdm : t .Optional [bool ] = True ,
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weight_feature : t .Optional [str ] = None ,
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** kwargs
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):
@@ -4102,14 +4102,13 @@ def analyze(
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will be used if the Trainee has them.
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use_deviations : bool, optional
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When True, uses deviations for LK metric in queries.
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- use_sdm : bool, default None ,
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+ use_sdm : bool, default True ,
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When True, Howso Engine will compute and use a sparse deviation
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matrix (SDM) for each nominal feature in all similarity queries.
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Enabling SDM will typically incur a small to moderate penalty on
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speed when using nominal features in inference in exchange for
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yielding higher quality inference. The magnitude of the changes are
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dependent on relationships among the data and the task at hand.
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- Howso Engine will default to True, if left unset.
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weight_feature : str, optional
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Name of feature whose values to use as case weights.
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When left unspecified uses the internally managed case weight.
@@ -4245,7 +4244,7 @@ def set_auto_analyze_params(
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targeted_model : t .Optional [TargetedModel ] = None ,
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use_deviations : t .Optional [bool ] = None ,
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use_case_weights : t .Optional [bool ] = None ,
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- use_sdm : t .Optional [bool ] = None ,
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+ use_sdm : t .Optional [bool ] = True ,
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weight_feature : t .Optional [str ] = None ,
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** kwargs
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):
@@ -4318,14 +4317,13 @@ def set_auto_analyze_params(
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If set to True, will scale influence weights by each case's
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`weight_feature` weight. If unspecified, case weights
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will be used if the Trainee has them.
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- use_sdm : bool, default None ,
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+ use_sdm : bool, default True ,
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When True, Howso Engine will compute and use a sparse deviation
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matrix (SDM) for each nominal feature in all similarity queries.
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Enabling SDM will typically incur a small to moderate penalty on
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speed when using nominal features in inference in exchange for
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yielding higher quality inference. The magnitude of the changes are
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dependent on relationships among the data and the task at hand.
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- Howso Engine will default to True, if left unset.
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weight_feature : str
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Name of feature whose values to use as case weights.
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When left unspecified uses the internally managed case weight.
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