Index

_

__post_init__() (slicktune.metrics.MetricsTracker method) (slicktune.MetricsTracker method) __slots__ (slicktune.AdaLoRAStrategy attribute) (slicktune.DoRAStrategy attribute) (slicktune.DPOObjective attribute) (slicktune.eval.Judge attribute) (slicktune.eval.LLMJudge attribute) (slicktune.eval.SubstringJudge attribute) (slicktune.FullStrategy attribute) (slicktune.GRPOObjective attribute) (slicktune.KTOObjective attribute) (slicktune.LLMJudge attribute) (slicktune.LoRAStrategy attribute) (slicktune.objectives.DPOObjective attribute) (slicktune.objectives.GRPOObjective attribute) (slicktune.objectives.KTOObjective attribute) (slicktune.objectives.ORPOObjective attribute) (slicktune.objectives.SFTObjective attribute) (slicktune.ORPOObjective attribute) (slicktune.QLoRAStrategy attribute) (slicktune.SFTObjective attribute) (slicktune.strategies.AdaLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.FullStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute) (slicktune.SubstringJudge attribute) (slicktune.types.Objective attribute) (slicktune.types.Strategy attribute)

__version__ (in module slicktune)

A

AdaLoRACallback (class in slicktune.callbacks) AdaLoRAStrategy (class in slicktune) (class in slicktune.strategies) adapter_name (slicktune.merge.MergeResult attribute) (slicktune.MergeResult attribute) adapter_path (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) AdapterRef (class in slicktune) (class in slicktune.merge) alpha (slicktune.AdaLoRAStrategy attribute) (slicktune.DoRAStrategy attribute) (slicktune.LoRAStrategy attribute) (slicktune.QLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute)

apply() (slicktune.AdaLoRAStrategy method) (slicktune.DoRAStrategy method) (slicktune.FullStrategy method) (slicktune.LoRAStrategy method) (slicktune.QLoRAStrategy method) (slicktune.strategies.AdaLoRAStrategy method) (slicktune.strategies.DoRAStrategy method) (slicktune.strategies.FullStrategy method) (slicktune.strategies.LoRAStrategy method) (slicktune.strategies.QLoRAStrategy method) (slicktune.types.Strategy method)

B

bake_adapter() (in module slicktune) (in module slicktune.merge) baked (slicktune.merge.MergeResult attribute) (slicktune.MergeResult attribute) beta (slicktune.DPOObjective attribute) (slicktune.GRPOObjective attribute) (slicktune.KTOObjective attribute) (slicktune.objectives.DPOObjective attribute) (slicktune.objectives.GRPOObjective attribute) (slicktune.objectives.KTOObjective attribute) (slicktune.objectives.ORPOObjective attribute) (slicktune.ORPOObjective attribute)

bias (slicktune.AdaLoRAStrategy attribute) (slicktune.DoRAStrategy attribute) (slicktune.LoRAStrategy attribute) (slicktune.QLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute)

C

case_sensitive (slicktune.eval.SubstringJudge attribute) (slicktune.SubstringJudge attribute) cli() (in module slicktune.cli) (in module slicktune.cli.main)

compute_holdout_perplexity() (in module slicktune) (in module slicktune.eval) console (in module slicktune.cli.main) count_parameters() (in module slicktune.metrics)

D

DEFAULT_SYSTEM_PROMPT (in module slicktune.data) deltaT (slicktune.AdaLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) desirable_weight (slicktune.KTOObjective attribute) (slicktune.objectives.KTOObjective attribute) DoRAStrategy (class in slicktune) (class in slicktune.strategies) DPOObjective (class in slicktune) (class in slicktune.objectives)

dropout (slicktune.AdaLoRAStrategy attribute) (slicktune.DoRAStrategy attribute) (slicktune.LoRAStrategy attribute) (slicktune.QLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute)

E

eval_cmd() (in module slicktune.cli.main) eval_data (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) eval_loss (slicktune.eval.HoldoutEvalResult attribute) (slicktune.HoldoutEvalResult attribute) (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute)

eval_perplexity (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) extras (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute)

F

fit() (slicktune.Tuner method) (slicktune.tuner.Tuner method) FitResult (class in slicktune) (class in slicktune.tuner)

FullStrategy (class in slicktune) (class in slicktune.strategies)

G

generate_reply() (in module slicktune.recipes) (in module slicktune.recipes.probe) generation (slicktune.eval.JudgeResult attribute) (slicktune.JudgeResult attribute) (slicktune.recipes.probe.ProbeResult attribute) (slicktune.recipes.ProbeResult attribute)

gradient_accumulation_steps (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) GRPOObjective (class in slicktune) (class in slicktune.objectives)

H

HoldoutEvalResult (class in slicktune) (class in slicktune.eval)

I

init_r (slicktune.AdaLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute)

J

Judge (class in slicktune.eval) judge (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) judge() (slicktune.eval.Judge method) (slicktune.eval.LLMJudge method) (slicktune.eval.SubstringJudge method) (slicktune.LLMJudge method) (slicktune.SubstringJudge method)

judge_score (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) JudgeReport (class in slicktune) (class in slicktune.eval) JudgeResult (class in slicktune) (class in slicktune.eval)

K

KTOObjective (class in slicktune) (class in slicktune.objectives)

L

learning_rate (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) LLMJudge (class in slicktune) (class in slicktune.eval) load() (slicktune.metrics.MetricsTracker method) (slicktune.MetricsTracker method) load_grpo_jsonl() (in module slicktune.data) load_kto_jsonl() (in module slicktune.data) load_kwargs() (slicktune.AdaLoRAStrategy method) (slicktune.DoRAStrategy method) (slicktune.FullStrategy method) (slicktune.LoRAStrategy method) (slicktune.QLoRAStrategy method) (slicktune.strategies.AdaLoRAStrategy method) (slicktune.strategies.DoRAStrategy method) (slicktune.strategies.FullStrategy method) (slicktune.strategies.LoRAStrategy method) (slicktune.strategies.QLoRAStrategy method) (slicktune.types.Strategy method)

load_model() (in module slicktune.models) load_multi_adapters() (in module slicktune) (in module slicktune.merge) load_preference_jsonl() (in module slicktune.data) load_probe_jsonl() (in module slicktune.data) load_sft_jsonl() (in module slicktune.data) load_tokenizer() (in module slicktune.models) load_trained() (in module slicktune.recipes) (in module slicktune.recipes.probe) logging_steps (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) LoRAStrategy (class in slicktune) (class in slicktune.strategies) loss_type (slicktune.DPOObjective attribute) (slicktune.objectives.DPOObjective attribute)

M

max_completion_length (slicktune.GRPOObjective attribute) (slicktune.objectives.GRPOObjective attribute) max_new_tokens (slicktune.eval.LLMJudge attribute) (slicktune.LLMJudge attribute) max_seq_length (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) mean_score (slicktune.eval.JudgeReport property) (slicktune.JudgeReport property) merge_adapters() (in module slicktune) (in module slicktune.merge) merge_cmd() (in module slicktune.cli.main) MERGE_METHODS (in module slicktune.merge) MergeMethod (in module slicktune.merge) MergeResult (class in slicktune) (class in slicktune.merge) metrics (slicktune.FitResult attribute) (slicktune.tuner.FitResult attribute) MetricsTracker (class in slicktune) (class in slicktune.metrics) model (slicktune.eval.LLMJudge attribute) (slicktune.FitResult attribute) (slicktune.LLMJudge attribute) (slicktune.tuner.FitResult attribute)

model_id (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) module slicktune slicktune.callbacks slicktune.cli slicktune.cli.main slicktune.data slicktune.eval slicktune.merge slicktune.metrics slicktune.models slicktune.objectives slicktune.recipes slicktune.recipes.probe slicktune.rewards slicktune.strategies slicktune.tuner slicktune.types must_contain (slicktune.recipes.probe.ProbeResult attribute) (slicktune.recipes.ProbeResult attribute)

N

name (slicktune.AdaLoRAStrategy attribute) (slicktune.AdapterRef attribute) (slicktune.DoRAStrategy attribute) (slicktune.DPOObjective attribute) (slicktune.FullStrategy attribute) (slicktune.GRPOObjective attribute) (slicktune.KTOObjective attribute) (slicktune.LoRAStrategy attribute) (slicktune.merge.AdapterRef attribute) (slicktune.objectives.DPOObjective attribute) (slicktune.objectives.GRPOObjective attribute) (slicktune.objectives.KTOObjective attribute) (slicktune.objectives.ORPOObjective attribute) (slicktune.objectives.SFTObjective attribute) (slicktune.ORPOObjective attribute) (slicktune.QLoRAStrategy attribute) (slicktune.SFTObjective attribute) (slicktune.strategies.AdaLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.FullStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute) (slicktune.types.Objective attribute) (slicktune.types.Strategy attribute)

num_examples (slicktune.eval.HoldoutEvalResult attribute) (slicktune.HoldoutEvalResult attribute) num_generations (slicktune.GRPOObjective attribute) (slicktune.objectives.GRPOObjective attribute) num_train_epochs (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute)

O

Objective (class in slicktune.types) objective (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) on_epoch_begin() (slicktune.callbacks.AdaLoRACallback method) on_epoch_end() (slicktune.callbacks.AdaLoRACallback method) on_evaluate() (slicktune.callbacks.AdaLoRACallback method) on_init_end() (slicktune.callbacks.AdaLoRACallback method) on_log() (slicktune.callbacks.AdaLoRACallback method) on_optimizer_step() (slicktune.callbacks.AdaLoRACallback method) on_pre_optimizer_step() (slicktune.callbacks.AdaLoRACallback method) on_predict() (slicktune.callbacks.AdaLoRACallback method) on_prediction_step() (slicktune.callbacks.AdaLoRACallback method) on_push_begin() (slicktune.callbacks.AdaLoRACallback method)

on_save() (slicktune.callbacks.AdaLoRACallback method) on_step_begin() (slicktune.callbacks.AdaLoRACallback method) on_step_end() (slicktune.callbacks.AdaLoRACallback method) on_substep_end() (slicktune.callbacks.AdaLoRACallback method) on_train_begin() (slicktune.callbacks.AdaLoRACallback method) on_train_end() (slicktune.callbacks.AdaLoRACallback method) ORPOObjective (class in slicktune) (class in slicktune.objectives) output_dir (slicktune.FitResult attribute) (slicktune.merge.MergeResult attribute) (slicktune.MergeResult attribute) (slicktune.metrics.MetricsTracker attribute) (slicktune.MetricsTracker attribute) (slicktune.Tuner attribute) (slicktune.tuner.FitResult attribute) (slicktune.tuner.Tuner attribute)

P

parse_adapter_ref() (in module slicktune.merge) pass_rate (slicktune.recipes.probe.ProbeReport property) (slicktune.recipes.ProbeReport property) passed (slicktune.recipes.probe.ProbeResult attribute) (slicktune.recipes.ProbeResult attribute) path (slicktune.AdapterRef attribute) (slicktune.merge.AdapterRef attribute) per_device_train_batch_size (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) perplexity (slicktune.eval.HoldoutEvalResult attribute) (slicktune.HoldoutEvalResult attribute) prepare_model_for_inference() (in module slicktune.recipes) (in module slicktune.recipes.probe)

probe() (in module slicktune.cli.main) probe_pass_rate (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) probe_path (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) ProbeReport (class in slicktune.recipes) (class in slicktune.recipes.probe) ProbeResult (class in slicktune.recipes) (class in slicktune.recipes.probe) prompt (slicktune.eval.JudgeResult attribute) (slicktune.JudgeResult attribute) (slicktune.recipes.probe.ProbeResult attribute) (slicktune.recipes.ProbeResult attribute)

Q

QLoRAStrategy (class in slicktune) (class in slicktune.strategies)

R

r (slicktune.DoRAStrategy attribute) (slicktune.LoRAStrategy attribute) (slicktune.QLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute) rationale (slicktune.eval.JudgeResult attribute) (slicktune.JudgeResult attribute) required_columns() (slicktune.DPOObjective method) (slicktune.GRPOObjective method) (slicktune.KTOObjective method) (slicktune.objectives.DPOObjective method) (slicktune.objectives.GRPOObjective method) (slicktune.objectives.KTOObjective method) (slicktune.objectives.ORPOObjective method) (slicktune.objectives.SFTObjective method) (slicktune.ORPOObjective method) (slicktune.SFTObjective method) (slicktune.types.Objective method)

resolve_dtype() (in module slicktune.models) results (slicktune.eval.JudgeReport attribute) (slicktune.JudgeReport attribute) (slicktune.recipes.probe.ProbeReport attribute) (slicktune.recipes.ProbeReport attribute) run_judge_on_probes() (in module slicktune) (in module slicktune.eval) run_probes() (in module slicktune.recipes) (in module slicktune.recipes.probe)

S

save() (slicktune.metrics.MetricsTracker method) (slicktune.MetricsTracker method) save_steps (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) score (slicktune.eval.JudgeResult attribute) (slicktune.JudgeResult attribute) seed (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) SFTObjective (class in slicktune) (class in slicktune.objectives) slicktune module slicktune.callbacks module slicktune.cli module slicktune.cli.main module slicktune.data module slicktune.eval module slicktune.merge module slicktune.metrics module

slicktune.models module slicktune.objectives module slicktune.recipes module slicktune.recipes.probe module slicktune.rewards module slicktune.strategies module slicktune.tuner module slicktune.types module Strategy (class in slicktune.types) strategy (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) (slicktune.Tuner attribute) (slicktune.tuner.Tuner attribute) StrategyName (in module slicktune.cli.main) substring_must_contain_reward() (in module slicktune.rewards) SubstringJudge (class in slicktune) (class in slicktune.eval)

T

target_modules (slicktune.AdaLoRAStrategy attribute) (slicktune.DoRAStrategy attribute) (slicktune.LoRAStrategy attribute) (slicktune.QLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) (slicktune.strategies.DoRAStrategy attribute) (slicktune.strategies.LoRAStrategy attribute) (slicktune.strategies.QLoRAStrategy attribute) target_r (slicktune.AdaLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) temperature (slicktune.GRPOObjective attribute) (slicktune.objectives.GRPOObjective attribute) tfinal (slicktune.AdaLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) tinit (slicktune.AdaLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) tokenizer (slicktune.eval.LLMJudge attribute) (slicktune.FitResult attribute) (slicktune.LLMJudge attribute) (slicktune.tuner.FitResult attribute)

total_params (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) total_step (slicktune.AdaLoRAStrategy attribute) (slicktune.strategies.AdaLoRAStrategy attribute) train() (in module slicktune.cli.main) train_loss (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) train_runtime_sec (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) train_samples_per_second (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) trainable_params (slicktune.metrics.TrainingMetrics attribute) (slicktune.TrainingMetrics attribute) trainable_percent (slicktune.metrics.TrainingMetrics property) (slicktune.TrainingMetrics property) TrainingMetrics (class in slicktune) (class in slicktune.metrics) Tuner (class in slicktune) (class in slicktune.tuner)

U

undesirable_weight (slicktune.KTOObjective attribute) (slicktune.objectives.KTOObjective attribute)

W

weight (slicktune.AdapterRef attribute) (slicktune.merge.AdapterRef attribute)