Index

_

__init__() (panther.tuner.SkAutoTuner.Configs.Categorical method) (panther.tuner.SkAutoTuner.Configs.Float method) (panther.tuner.SkAutoTuner.Configs.Int method) (panther.tuner.SkAutoTuner.Configs.LayerConfig method) (panther.tuner.SkAutoTuner.Configs.LayerConfig.LayerConfig method) (panther.tuner.SkAutoTuner.Configs.LayerNameResolver method) (panther.tuner.SkAutoTuner.Configs.LayerNameResolver.LayerNameResolver method) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Categorical method) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Float method) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Int method) (panther.tuner.SkAutoTuner.Configs.ParamsResolver method) (panther.tuner.SkAutoTuner.Configs.ParamsResolver.ParamsResolver method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method)

A

add() (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method)

apply_best_params() (panther.tuner.SKAutoTuner method)

B

best_params (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch attribute)

best_score (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch attribute)

C

Categorical (class in panther.tuner) (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.ParamSpec) choices (panther.tuner.SkAutoTuner.Configs.Categorical attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Categorical attribute) clone() (panther.tuner.SkAutoTuner.Configs.LayerConfig method) (panther.tuner.SkAutoTuner.Configs.LayerConfig.LayerConfig method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method)

copy_weights (panther.tuner.SkAutoTuner.Configs.LayerConfig attribute) (panther.tuner.SkAutoTuner.Configs.LayerConfig.LayerConfig attribute) cqrrpt() (in module panther.linalg) curr_iteration (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch attribute) current_idx (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch property)

F

filter() (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method) first_pass() (in module panther.nn.linear_kernels.forward)

Float (class in panther.tuner) (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.ParamSpec)

G

get_best_params() (panther.tuner.SearchAlgorithm method) (panther.tuner.SKAutoTuner method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method) get_best_score() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method) get_next_params() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method)

get_param_choices() (in module panther.tuner.SkAutoTuner.Configs.ParamSpec) get_resource() (panther.tuner.SearchAlgorithm method) get_results_dataframe() (panther.tuner.SKAutoTuner method) get_sketched_class() (in module panther.tuner.SkAutoTuner.layer_type_mapping) get_trials_dataframe() (panther.tuner.OptunaSearch method) getConfigs() (panther.tuner.SKAutoTuner method) getResolver() (panther.tuner.SKAutoTuner method) GridSearch (class in panther.tuner.SkAutoTuner.Searching.GridSearch)

H

has_tensor_core_support() (in module panther.utils) high (panther.tuner.SkAutoTuner.Configs.Float attribute) (panther.tuner.SkAutoTuner.Configs.Int attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Float attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Int attribute)

I

indexed_param_space (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch attribute) initialize() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method) Int (class in panther.tuner) (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.ParamSpec)

is_finished() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method) is_param_spec() (in module panther.tuner.SkAutoTuner.Configs.ParamSpec)

L

layer_names (panther.tuner.SkAutoTuner.Configs.LayerConfig attribute) (panther.tuner.SkAutoTuner.Configs.LayerConfig.LayerConfig attribute) LayerConfig (class in panther.tuner) (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.LayerConfig) LayerNameResolver (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.LayerNameResolver) load_state() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method)

load_tuning_results() (panther.tuner.SKAutoTuner method) log (panther.tuner.SkAutoTuner.Configs.Float attribute) (panther.tuner.SkAutoTuner.Configs.Int attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Float attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Int attribute) low (panther.tuner.SkAutoTuner.Configs.Float attribute) (panther.tuner.SkAutoTuner.Configs.Int attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Float attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Int attribute)

M

map() (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method) max_iterations (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch attribute) merge() (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method) ModelVisualizer (class in panther.tuner) module panther.linalg panther.nn.linear_kernels panther.nn.linear_kernels.backward panther.nn.linear_kernels.forward panther.tuner.SkAutoTuner.Configs panther.tuner.SkAutoTuner.Configs.LayerConfig panther.tuner.SkAutoTuner.Configs.LayerNameResolver panther.tuner.SkAutoTuner.Configs.ParamSpec panther.tuner.SkAutoTuner.Configs.ParamsResolver panther.tuner.SkAutoTuner.Configs.TuningConfigs panther.tuner.SkAutoTuner.layer_type_mapping panther.tuner.SkAutoTuner.Searching.GridSearch panther.tuner.SkAutoTuner.Searching.SearchAlgorithm

O

OptunaSearch (class in panther.tuner)

P

panther.linalg module panther.nn.linear_kernels module panther.nn.linear_kernels.backward module panther.nn.linear_kernels.forward module panther.tuner.SkAutoTuner.Configs module panther.tuner.SkAutoTuner.Configs.LayerConfig module panther.tuner.SkAutoTuner.Configs.LayerNameResolver module panther.tuner.SkAutoTuner.Configs.ParamSpec module

panther.tuner.SkAutoTuner.Configs.ParamsResolver module panther.tuner.SkAutoTuner.Configs.TuningConfigs module panther.tuner.SkAutoTuner.layer_type_mapping module panther.tuner.SkAutoTuner.Searching.GridSearch module panther.tuner.SkAutoTuner.Searching.SearchAlgorithm module param_combinations (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch property) param_space (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch attribute) params (panther.tuner.SkAutoTuner.Configs.LayerConfig attribute) (panther.tuner.SkAutoTuner.Configs.LayerConfig.LayerConfig attribute) ParamsResolver (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.ParamsResolver) print_module_tree() (panther.tuner.ModelVisualizer static method)

R

RandMultiHeadAttention (built-in class) randomized_svd() (in module panther.linalg) remove() (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method) replace() (panther.tuner.SkAutoTuner.Configs.TuningConfigs method) (panther.tuner.SkAutoTuner.Configs.TuningConfigs.TuningConfigs method) replace_without_tuning() (panther.tuner.SKAutoTuner method)

report_intermediate() (panther.tuner.OptunaSearch method) reset() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method) resolve() (panther.tuner.SkAutoTuner.Configs.LayerNameResolver method) (panther.tuner.SkAutoTuner.Configs.LayerNameResolver.LayerNameResolver method) (panther.tuner.SkAutoTuner.Configs.ParamsResolver method) (panther.tuner.SkAutoTuner.Configs.ParamsResolver.ParamsResolver method)

S

save_state() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method) save_tuning_results() (panther.tuner.SKAutoTuner method) SearchAlgorithm (class in panther.tuner) (class in panther.tuner.SkAutoTuner.Searching.SearchAlgorithm) second_pass() (in module panther.nn.linear_kernels.forward) separate (panther.tuner.SkAutoTuner.Configs.LayerConfig attribute) (panther.tuner.SkAutoTuner.Configs.LayerConfig.LayerConfig attribute) set_user_attr() (panther.tuner.OptunaSearch method)

setConfigs() (panther.tuner.SKAutoTuner method) should_prune() (panther.tuner.OptunaSearch method) SKAutoTuner (class in panther.tuner) SKConv2d (built-in class) SKLinear (built-in class) SKLinear_triton (built-in class) step (panther.tuner.SkAutoTuner.Configs.Float attribute) (panther.tuner.SkAutoTuner.Configs.Int attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Float attribute) (panther.tuner.SkAutoTuner.Configs.ParamSpec.Int attribute) study (panther.tuner.OptunaSearch attribute)

T

to_categorical() (in module panther.tuner.SkAutoTuner.Configs.ParamSpec) tune() (panther.tuner.SKAutoTuner method)

TuningConfigs (class in panther.tuner) (class in panther.tuner.SkAutoTuner.Configs) (class in panther.tuner.SkAutoTuner.Configs.TuningConfigs)

U

update() (panther.tuner.SearchAlgorithm method) (panther.tuner.SkAutoTuner.Searching.GridSearch.GridSearch method) (panther.tuner.SkAutoTuner.Searching.SearchAlgorithm.SearchAlgorithm method)