Index

A

absolute_error (p2p.sampling.EntropySample attribute) achieved_entropy (p2p.sampling.EntropySample attribute) ActiveEndowmentGenerator (class in p2p.generators.active_endowment_generator) ActiveEndowments (class in p2p.endowments.manager) add_question_attributes() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) add_survey_attributes() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) Agent (class in p2p.agents.base) agent_config (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) agent_id (p2p.usage.UsageRecord attribute) AgentConfig (class in p2p.agents.config) AgentResponse (class in p2p.agents.base) aggregate_runs() (in module p2p.aggregation) aggregate_spec (p2p.config.Config attribute) AggregateCommandResult (class in p2p.commands.aggregate) AggregateRun (class in p2p.config)

AggregateSpec (class in p2p.config) aggregation_digest (p2p.aggregation.AggregationResult attribute) AggregationArtifacts (class in p2p.aggregation) AggregationResult (class in p2p.aggregation) AggregationValidationError answer() (p2p.agents.base.Agent method) answer_file_predictions() (in module p2p.stages.evaluate) artifact_type (p2p.budgeting.BudgetForecast attribute) assign_folds() (in module p2p.models.folds) attribute_bank (p2p.config.Config attribute) (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) attribute_learner (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) AttributeLearner (class in p2p.generators.attribute_learner) AttributeParseError available (p2p.budgeting.PricingEstimate property)

B

Backend (class in p2p.backends.base) backend (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) backend_type (p2p.budgeting.ModuleBudget attribute) (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) BackendResponse (class in p2p.backends.base) batch_size (p2p.budgeting.BudgetFeatures attribute) (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) BinaryExtendedResponses (class in p2p.responses.converter) BinaryExtendedSurvey (class in p2p.survey.converter) budget_status (p2p.budgeting.ScenarioBudget attribute)

budget_usd (p2p.budgeting.ScenarioBudget attribute) BudgetArtifacts (class in p2p.budgeting) BudgetCommandResult (class in p2p.commands.budget) BudgetDashboard (class in p2p.budget_dashboard) BudgetFeatures (class in p2p.budgeting) BudgetForecast (class in p2p.budgeting) build_budget_dashboard() (in module p2p.budget_dashboard) build_dashboard() (in module p2p.diagnostics) build_group_folds() (in module p2p.models.constrained_cv) build_parser() (in module p2p.cli)

C

cached_input_per_million_usd (p2p.budgeting.PricingEstimate attribute) (p2p.usage.TokenPricing attribute) cached_input_tokens (p2p.budgeting.ModuleBudget attribute) calls (p2p.budgeting.ModuleBudget attribute) candidates_evaluated (p2p.sampling.EntropySample attribute) categorical_entropy() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker static method) center (p2p.config.AggregateSpec attribute) chat() (p2p.backends.base.Backend method) (p2p.backends.deepseek.DeepSeekBackend method) (p2p.backends.dummy.DummyBackend method) (p2p.backends.gemini.GeminiBackend method) (p2p.backends.ollama.OllamaBackend method) (p2p.backends.openai.OpenAIBackend method) (p2p.backends.simulated.SimulatedBackend method) check_reference_masses() (in module p2p.models.reference_distribution) checkpoint_state() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) clean (p2p.responses.converter.BinaryExtendedResponses attribute) (p2p.responses.converter.Responses attribute) cleaner (p2p.responses.converter.BinaryExtendedResponses attribute) (p2p.responses.converter.Responses attribute) cleaning_policy (p2p.results.RunRecord attribute) clear_after_run (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) clip_and_normalize() (in module p2p.metrics) clone_with_agents() (p2p.responses.converter.Responses method) clone_with_fraction() (p2p.endowments.manager.Endowments method) clone_with_proxy_fraction() (p2p.endowments.manager.Endowments method) clone_with_proxy_modes() (p2p.endowments.manager.ActiveEndowments method) clone_with_subset() (p2p.responses.converter.BinaryExtendedResponses method) (p2p.responses.converter.Responses method) (p2p.survey.converter.BinaryExtendedSurvey class method) (p2p.survey.converter.Survey class method) ClusterAssignment (class in p2p.commands.cluster) ClusterResult (class in p2p.commands.cluster) collect_budget_history() (in module p2p.budgeting)

compute_entropy() (p2p.endowments.manager.Endowments static method) (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) compute_global_question_entropy() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) compute_group_constraint_violations() (p2p.models.constrained_model.ConstrainedModel method) compute_inverse_entropy_weights() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) compute_theme_variability() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) conditions (p2p.results.RunRecord attribute) conductor_factory (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) confidence (p2p.budgeting.BudgetForecast attribute) Config (class in p2p.config) config (p2p.survey.converter.Survey attribute) config_digest (p2p.budgeting.BudgetForecast attribute) (p2p.results.RunRecord attribute) config_source (p2p.budgeting.BudgetForecast attribute) ConfigConversionError ConfigError ConfigLoadError ConfigValidationError ConstrainedElasticNet (class in p2p.models.constrained_elasticnet) ConstrainedLasso (class in p2p.models.constrained_lasso) ConstrainedModel (class in p2p.models.constrained_model) ConstrainedModelCV (class in p2p.models.constrained_cv) convert_earlier_config() (in module p2p.config_conversion) cost_usd (p2p.budgeting.ModuleBudget attribute) (p2p.usage.UsageRecord attribute) count_question_sizes() (in module p2p.models.folds) coverage (p2p.budgeting.ModuleBudget attribute) create() (p2p.registry.Registry method) create_agent() (in module p2p.agents.factory) create_backend() (in module p2p.agents.factory) csv_path (p2p.budgeting.BudgetArtifacts attribute) (p2p.endowments.manager.Endowments attribute) (p2p.survey.converter.Survey attribute) (p2p.usage.UsageArtifacts attribute)

D

data (p2p.config.Config attribute) (p2p.config.ResolvedAttributeBank attribute) DeepSeekBackend (class in p2p.backends.deepseek) delay (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute)

DiagnosticDashboard (class in p2p.diagnostics) diagnostics (p2p.results.MetricRecord attribute) digest (p2p.config.Config property) (p2p.results.SourceArtifact attribute) DummyBackend (class in p2p.backends.dummy)

E

EarlierRunBundle (class in p2p.earlier_runs) ElicitationResult (class in p2p.stages.elicit) emd() (in module p2p.metrics) endowment_model (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) EndowmentGenerator (class in p2p.generators.vanilla_endowment_generator) EndowmentModel (class in p2p.generators.endowment_model) Endowments (class in p2p.endowments.manager) endowments (p2p.endowments.manager.Endowments attribute) EntropySample (class in p2p.sampling) evaluate_model() (in module p2p.stages.evaluate) evaluate_predictions() (in module p2p.stages.evaluate)

EvaluationCommandResult (class in p2p.commands.evaluate) EvaluationResult (class in p2p.stages.evaluate) expand_grid() (in module p2p.config) expand_sweep() (in module p2p.sweep) expected_cells (p2p.config.AggregateSpec attribute) expected_repeats (p2p.config.AggregateSpec attribute) export_attribute_bank() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) export_formats (p2p.config.AggregateSpec attribute) export_mode_summary() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) export_precision (p2p.config.AggregateSpec attribute) export_responses_to_csv() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method)

F

features (p2p.budgeting.BudgetForecast attribute) filter_records() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) fit() (p2p.models.constrained_cv.ConstrainedModelCV method) fit_model() (in module p2p.stages.fit) FitResult (class in p2p.stages.fit) FoldAssignment (class in p2p.models.folds)

forecast_budget() (in module p2p.budgeting) from_agent_records() (p2p.responses.converter.Responses class method) from_config() (p2p.sweep.SweepSpec class method) from_mapping() (p2p.config.Config class method) (p2p.models.folds.FoldAssignment class method) from_questions() (p2p.survey.converter.Survey class method)

G

GeminiBackend (class in p2p.backends.gemini) generate() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) GenerationResult (class in p2p.stages.generate) get() (p2p.registry.Registry method) (p2p.responses.converter.Responses method) get_agent_vector() (p2p.responses.converter.Responses method) get_binary_variants() (p2p.survey.converter.BinaryExtendedSurvey method) get_entropy_by_mode() (p2p.endowments.manager.ActiveEndowments method) get_entropy_trajectories() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method)

get_low_entropy_questions() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) get_matrix_by_split() (p2p.responses.converter.Responses method) get_persistent_mode_entropy_trajectories() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) get_question_vector() (p2p.responses.converter.Responses method) get_responses() (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator method) get_scores() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) get_softmax_weights() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) get_system_prompt() (p2p.agents.base.Agent method) group_by (p2p.config.AggregateSpec attribute)

H

hierarchy_reduce (p2p.config.AggregateSpec attribute) hierarchy_weighting (p2p.config.AggregateSpec attribute) high (p2p.budgeting.IntervalEstimate attribute) historical_records (p2p.budgeting.BudgetForecast attribute)

historical_runs (p2p.budgeting.BudgetForecast attribute) history_csv_path (p2p.budgeting.BudgetArtifacts attribute) history_digest (p2p.budgeting.BudgetForecast attribute) history_roots (p2p.budgeting.BudgetForecast attribute) history_rows (p2p.budgeting.BudgetForecast attribute)

I

identity (p2p.results.MetricRecord property) index (p2p.endowments.manager.Endowments attribute) indices() (p2p.models.folds.FoldAssignment method) initial_n (p2p.budgeting.BudgetFeatures attribute) (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) initialize_ground_truth_weights() (p2p.endowments.manager.Endowments method) input_per_million_usd (p2p.budgeting.PricingEstimate attribute) (p2p.usage.TokenPricing attribute)

input_rows (p2p.aggregation.AggregationResult attribute) input_tokens (p2p.budgeting.ModuleBudget attribute) inputs_csv (p2p.aggregation.AggregationArtifacts attribute) IntervalEstimate (class in p2p.budgeting) is_active (p2p.budgeting.BudgetFeatures attribute) is_vanilla (p2p.budgeting.BudgetFeatures attribute)

J

json_path (p2p.budgeting.BudgetArtifacts attribute) (p2p.usage.UsageArtifacts attribute)

K

kind (p2p.sweep.SweepSpec attribute)

L

labels (p2p.config.AggregateRun attribute) latex (p2p.aggregation.AggregationArtifacts attribute) load() (p2p.config.Config class method) (p2p.endowments.manager.Endowments class method) load_earlier_run() (in module p2p.earlier_runs)

load_pricing() (in module p2p.budgeting) load_regression_data() (in module p2p.stages.split) load_survey() (in module p2p.stages.generate) load_targets() (in module p2p.stages.targets) log() (p2p.usage.UsageTracker method) low (p2p.budgeting.IntervalEstimate attribute)

M

main() (in module p2p.cli) markdown (p2p.aggregation.AggregationArtifacts attribute) max_tokens (p2p.budgeting.BudgetFeatures attribute) (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) max_workers (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) mcpa() (in module p2p.metrics) method (p2p.sampling.EntropySample attribute) metric (p2p.results.MetricRecord attribute) MetricArtifact (class in p2p.results) MetricCoverage (class in p2p.stages.evaluate) MetricRecord (class in p2p.results) metrics (p2p.config.AggregateSpec attribute) (p2p.results.MetricArtifact attribute) missing_policy (p2p.config.AggregateSpec attribute) missing_reason (p2p.config.AggregateSpec attribute) mode_history (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) Model (class in p2p.models.base) model (p2p.results.MetricRecord attribute) model_distribution_predictions() (in module p2p.stages.evaluate) model_name (p2p.budgeting.ModuleBudget attribute) (p2p.budgeting.PricingEstimate attribute) (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) (p2p.usage.UsageRecord attribute) module p2p.agents.base p2p.agents.conductor p2p.agents.config p2p.agents.factory p2p.aggregation p2p.backends.base p2p.backends.deepseek p2p.backends.dummy p2p.backends.gemini p2p.backends.ollama p2p.backends.openai p2p.backends.simulated p2p.budget_dashboard p2p.budgeting p2p.cli p2p.commands.ablate p2p.commands.aggregate p2p.commands.budget p2p.commands.cluster p2p.commands.elicit p2p.commands.evaluate p2p.commands.generate p2p.commands.inspect p2p.commands.panel p2p.commands.pipeline p2p.commands.regress p2p.commands.simulate p2p.commands.validate p2p.config p2p.config_conversion p2p.diagnostics p2p.earlier_runs p2p.endowments.manager p2p.generators.active_endowment_generator p2p.generators.attribute_learner p2p.generators.endowment_model p2p.generators.theme_variability_tracker p2p.generators.vanilla_endowment_generator p2p.metrics p2p.models.base p2p.models.constrained_cv p2p.models.constrained_elasticnet p2p.models.constrained_lasso p2p.models.constrained_model p2p.models.folds p2p.models.reference_distribution p2p.models.simple_average p2p.models.weighted_constrained_elasticnet p2p.models.weighted_constrained_lasso p2p.registry p2p.responses.cleaner p2p.responses.converter p2p.results p2p.sampling p2p.simulations.runner p2p.simulations.scientific p2p.stages.elicit p2p.stages.evaluate p2p.stages.fit p2p.stages.generate p2p.stages.report p2p.stages.split p2p.stages.targets p2p.survey.converter p2p.sweep p2p.usage

module_name (p2p.budgeting.ModuleBudget attribute) (p2p.usage.UsageRecord attribute) ModuleBudget (class in p2p.budgeting) modules (p2p.budgeting.ScenarioBudget attribute) mse() (in module p2p.metrics)

N

name (p2p.budgeting.ScenarioBudget attribute) names() (p2p.registry.Registry method)

NoAnswerTextError notes (p2p.budgeting.BudgetForecast attribute) num_update_steps (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute)

O

OllamaBackend (class in p2p.backends.ollama) one_minus_jsd() (in module p2p.metrics) oob_median_absolute_percentage_error (p2p.budgeting.ModuleBudget attribute) OpenAIBackend (class in p2p.backends.openai) option_count (p2p.budgeting.BudgetFeatures attribute) original_questions_by_id (p2p.responses.converter.BinaryExtendedResponses attribute)

output_format (p2p.responses.converter.Responses attribute) output_path (p2p.budget_dashboard.BudgetDashboard attribute) output_per_million_usd (p2p.budgeting.PricingEstimate attribute) (p2p.usage.TokenPricing attribute) output_tokens (p2p.budgeting.ModuleBudget attribute) overrides (p2p.sweep.SweepSpec attribute)

P

p2p.agents.base module p2p.agents.conductor module p2p.agents.config module p2p.agents.factory module p2p.aggregation module p2p.backends.base module p2p.backends.deepseek module p2p.backends.dummy module p2p.backends.gemini module p2p.backends.ollama module p2p.backends.openai module p2p.backends.simulated module p2p.budget_dashboard module p2p.budgeting module p2p.cli module p2p.commands.ablate module p2p.commands.aggregate module p2p.commands.budget module p2p.commands.cluster module p2p.commands.elicit module p2p.commands.evaluate module p2p.commands.generate module p2p.commands.inspect module p2p.commands.panel module p2p.commands.pipeline module p2p.commands.regress module p2p.commands.simulate module p2p.commands.validate module p2p.config module p2p.config_conversion module p2p.diagnostics module p2p.earlier_runs module p2p.endowments.manager module p2p.generators.active_endowment_generator module p2p.generators.attribute_learner module p2p.generators.endowment_model module p2p.generators.theme_variability_tracker module p2p.generators.vanilla_endowment_generator module

p2p.metrics module p2p.models.base module p2p.models.constrained_cv module p2p.models.constrained_elasticnet module p2p.models.constrained_lasso module p2p.models.constrained_model module p2p.models.folds module p2p.models.reference_distribution module p2p.models.simple_average module p2p.models.weighted_constrained_elasticnet module p2p.models.weighted_constrained_lasso module p2p.registry module p2p.responses.cleaner module p2p.responses.converter module p2p.results module p2p.sampling module p2p.simulations.runner module p2p.simulations.scientific module p2p.stages.elicit module p2p.stages.evaluate module p2p.stages.fit module p2p.stages.generate module p2p.stages.report module p2p.stages.split module p2p.stages.targets module p2p.survey.converter module p2p.sweep module p2p.usage module parallel (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) partition_digest (p2p.models.folds.FoldAssignment property) patch_fraction (p2p.budgeting.BudgetFeatures attribute) patch_top_k (p2p.budgeting.BudgetFeatures attribute) path (p2p.config.AggregateRun attribute) (p2p.results.SourceArtifact attribute) pilot_calibration (p2p.budgeting.ModuleBudget attribute) pilot_records (p2p.budgeting.BudgetForecast attribute) pilot_run (p2p.budgeting.BudgetForecast attribute) PipelineResult (class in p2p.commands.pipeline) plot_entropy_bar_chart() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) plot_question_entropy_trajectories() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) plot_theme_variability_trajectories() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) plot_theme_variability_trajectories_legacy() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) point (p2p.budgeting.IntervalEstimate attribute) prediction_policy (p2p.results.MetricRecord attribute) pricing (p2p.budgeting.ModuleBudget attribute) PricingEstimate (class in p2p.budgeting) project_to_simplex() (in module p2p.metrics)

Q

qids_requested (p2p.results.MetricRecord attribute) qids_used (p2p.results.MetricRecord attribute) question_count (p2p.budgeting.BudgetFeatures attribute)

question_patch (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) questions (p2p.responses.converter.Responses attribute) (p2p.survey.converter.Survey attribute)

R

read_fold_record() (in module p2p.models.folds) records (p2p.usage.UsageTracker property) reference_vector() (in module p2p.models.reference_distribution) register() (p2p.registry.Registry method) Registry (class in p2p.registry) RegressionData (class in p2p.stages.split) RegressionResult (class in p2p.commands.regress) RegressionSplit (class in p2p.stages.split) renormalize_ground_truth_weights() (p2p.endowments.manager.Endowments method) repeat (p2p.results.RunRecord attribute) repeats (p2p.sweep.SweepSpec attribute) report() (p2p.usage.UsageTracker method) report_role_assignment() (p2p.endowments.manager.Endowments method) report_splits() (p2p.survey.converter.Survey method) ReportArtifacts (class in p2p.stages.report) require_complete (p2p.config.AggregateSpec attribute) required_files (p2p.aggregation.AggregationArtifacts property) resolve_fold_assignment() (in module p2p.models.folds) resolved_spec (p2p.aggregation.AggregationArtifacts attribute) ResolvedAttributeBank (class in p2p.config) response_log (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) Responses (class in p2p.responses.converter) responses (p2p.responses.converter.Responses attribute) retry_failed (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) run() (in module p2p.commands.ablate) (in module p2p.commands.aggregate) (in module p2p.commands.budget) (in module p2p.commands.cluster) (in module p2p.commands.elicit) (in module p2p.commands.evaluate) (in module p2p.commands.generate) (in module p2p.commands.inspect) (in module p2p.commands.panel) (in module p2p.commands.pipeline) (in module p2p.commands.regress) (in module p2p.commands.simulate) (in module p2p.commands.validate) (in module p2p.stages.elicit) (in module p2p.stages.generate) (p2p.agents.conductor.SurveyConductor method)

run_declared_simulation() (in module p2p.simulations.runner) run_id (p2p.results.MetricArtifact attribute) (p2p.results.RunRecord attribute) run_regression() (in module p2p.commands.regress) run_rows (p2p.aggregation.AggregationResult attribute) run_scientific_simulation() (in module p2p.simulations.scientific) run_sweep() (in module p2p.simulations.runner) RunRecord (class in p2p.results) runs (p2p.config.AggregateSpec attribute) runs_csv (p2p.aggregation.AggregationArtifacts attribute)

S

safe_df_to_numpy() (p2p.models.base.Model static method) sample_fraction() (p2p.responses.converter.Responses method) sample_size (p2p.sampling.EntropySample attribute) sample_to_target_mean_entropy() (in module p2p.sampling) sample_trainvalid_fraction() (p2p.responses.converter.Responses method) save() (p2p.agents.conductor.SurveyConductor method) (p2p.responses.converter.Responses method) (p2p.survey.converter.Survey method) ScenarioBudget (class in p2p.budgeting) scenarios (p2p.budgeting.BudgetForecast attribute) schema_version (p2p.budgeting.BudgetForecast attribute) (p2p.results.MetricArtifact attribute) (p2p.results.RunRecord attribute) ScientificSimulationResult (class in p2p.simulations.scientific) score() (p2p.models.base.Model method) sections (p2p.budget_dashboard.BudgetDashboard attribute) seed (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) (p2p.results.RunRecord attribute) (p2p.sampling.EntropySample attribute) selected_eids (p2p.sampling.EntropySample attribute) serve_dashboard() (in module p2p.diagnostics) SimpleAverage (class in p2p.models.simple_average) SimulatedBackend (class in p2p.backends.simulated)

SimulationArtifactResult (class in p2p.simulations.runner) solve_with_fallback() (p2p.models.constrained_model.ConstrainedModel method) source (p2p.budgeting.PricingEstimate attribute) (p2p.config.ResolvedAttributeBank attribute) source_artifacts (p2p.results.RunRecord attribute) source_digest (p2p.config.ResolvedAttributeBank attribute) source_path (p2p.config.Config attribute) SourceArtifact (class in p2p.results) split (p2p.results.MetricRecord attribute) split_questions() (p2p.survey.converter.Survey method) spread (p2p.config.AggregateSpec attribute) summary() (p2p.usage.UsageTracker method) summary_csv (p2p.aggregation.AggregationArtifacts attribute) summary_json (p2p.aggregation.AggregationArtifacts attribute) summary_rows (p2p.aggregation.AggregationResult attribute) Survey (class in p2p.survey.converter) survey (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) (p2p.responses.converter.Responses attribute) survey_chars (p2p.budgeting.BudgetFeatures attribute) SurveyConductor (class in p2p.agents.conductor) SweepChildResult (class in p2p.simulations.runner) SweepCommandResult (class in p2p.simulations.runner) SweepSpec (class in p2p.sweep) system_prompt (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute)

T

target_command (p2p.budgeting.BudgetForecast attribute) target_entropy (p2p.sampling.EntropySample attribute) target_n (p2p.budgeting.BudgetFeatures attribute) (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) target_renormalize() (in module p2p.stages.targets) target_spec() (in module p2p.stages.targets) target_verb (p2p.sweep.SweepSpec attribute) TargetBundle (class in p2p.stages.targets) temperature (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) ThemeVariabilityTracker (class in p2p.generators.theme_variability_tracker) to_agent_records() (p2p.agents.conductor.SurveyConductor method) to_dict() (p2p.budgeting.BudgetForecast method) (p2p.config.AggregateRun method) (p2p.config.AggregateSpec method) (p2p.config.Config method) (p2p.config.ResolvedAttributeBank method) (p2p.results.MetricArtifact method) (p2p.results.MetricRecord method) (p2p.results.RunRecord method) (p2p.results.SourceArtifact method) (p2p.sampling.EntropySample method) (p2p.usage.UsageRecord method)

to_format() (p2p.responses.converter.Responses method) to_record() (p2p.models.folds.FoldAssignment method) token_tracker (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) (p2p.generators.vanilla_endowment_generator.EndowmentGenerator attribute) TokenPricing (class in p2p.usage) TokenUsage (class in p2p.backends.base) total_cost_usd (p2p.budgeting.ScenarioBudget attribute) total_tokens (p2p.budgeting.ScenarioBudget attribute) tracked_qids (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker property) tracker (p2p.generators.active_endowment_generator.ActiveEndowmentGenerator attribute) training_runs (p2p.budgeting.ModuleBudget attribute) training_scope (p2p.budgeting.ModuleBudget attribute)

U

unit (p2p.results.MetricRecord attribute) update_from_records() (p2p.generators.theme_variability_tracker.ThemeVariabilityTracker method) update_steps (p2p.budgeting.BudgetFeatures attribute) update_weights() (p2p.endowments.manager.Endowments method)

usage (p2p.usage.UsageRecord attribute) UsageArtifacts (class in p2p.usage) UsageRecord (class in p2p.usage) UsageTracker (class in p2p.usage)

V

validate_distribution() (in module p2p.metrics) validate_for() (p2p.config.Config method) validation (p2p.aggregation.AggregationResult attribute)

validation_json (p2p.aggregation.AggregationArtifacts attribute) ValidationResult (class in p2p.commands.validate) value (p2p.results.MetricRecord attribute) vector() (p2p.budgeting.BudgetFeatures method)

W

WeightedConstrainedElasticNet (class in p2p.models.weighted_constrained_elasticnet) WeightedConstrainedLasso (class in p2p.models.weighted_constrained_lasso) with_reference_distribution() (in module p2p.models.reference_distribution) write_aggregation_artifacts() (in module p2p.aggregation) write_budget_artifacts() (in module p2p.budgeting)

write_evaluation_report() (in module p2p.stages.report) write_fold_record() (in module p2p.models.folds) write_regression_report() (in module p2p.stages.report) write_snapshot() (p2p.config.Config method) (p2p.config.ResolvedAttributeBank method) write_usage_artifacts() (in module p2p.usage)