Index

Symbols

--autosave_every mach3sbi-train command line option --batch_size mach3sbi-train command line option --chunk_rows mach3sbi-strip-theta command line option --compile_model mach3sbi-train command line option --compress_theta mach3sbi-train command line option --compress_theta_components mach3sbi-train command line option --compress_x mach3sbi-train command line option --compress_x_components mach3sbi-train command line option --config mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --cy mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --cyclical_pars mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --data_dir mach3sbi-strip-theta command line option --dataset mach3sbi-train command line option --dropout mach3sbi-train command line option --ema_alpha mach3sbi-train command line option --fl mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --flipped_pars mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --hidden mach3sbi-train command line option --in_place mach3sbi-strip-theta command line option --learning_rate mach3sbi-train command line option --log-level mach3sbi command line option --log_file mach3sbi command line option --make_expected_coverage mach3sbi-diagnostics command line option --make_logl_comp mach3sbi-diagnostics command line option --make_sbc_rank mach3sbi-diagnostics command line option --make_tarp mach3sbi-diagnostics command line option --max-sampling-batch mach3sbi-importance-sample command line option --max_epochs mach3sbi-train command line option --model mach3sbi-train command line option --n_posterior_samples mach3sbi-diagnostics command line option --n_prior_samples mach3sbi-diagnostics command line option --n_samples mach3sbi-importance-sample command line option mach3sbi-inference command line option --n_simulations mach3sbi-simulate command line option --nuisance_pars mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --num_bins mach3sbi-train command line option --num_blocks mach3sbi-train command line option --num_workers mach3sbi-train command line option --observed_data_file mach3sbi-inference command line option --output_dir mach3sbi-strip-theta command line option --output_file mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-merge-shards command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --oversampling_factor mach3sbi-importance-sample command line option --posterior mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option

--prefetch_factor mach3sbi-train command line option --print_interval mach3sbi-train command line option --prior_file mach3sbi-simulate command line option --prior_path mach3sbi-inference command line option mach3sbi-merge-shards command line option mach3sbi-strip-theta command line option mach3sbi-train command line option --prune_model mach3sbi-train command line option --resume_checkpoint mach3sbi-train command line option --save_file mach3sbi-inference command line option mach3sbi-train command line option --scheduler_patience mach3sbi-train command line option --seed mach3sbi-merge-shards command line option --show_progress mach3sbi-train command line option --shuffle mach3sbi-merge-shards command line option --shuffle_block_size mach3sbi-train command line option --shuffle_buffer_rows mach3sbi-merge-shards command line option --simulation_dir mach3sbi-merge-shards command line option --simulator_class mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --simulator_module mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option --stop_after_epochs mach3sbi-train command line option --tensorboard_dir mach3sbi-train command line option --transforms mach3sbi-train command line option --use_amp mach3sbi-train command line option --val_batch_multiplier mach3sbi-train command line option --validation_fraction mach3sbi-train command line option -c mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option -d mach3sbi-strip-theta command line option mach3sbi-train command line option -i mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option -m mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-save_data command line option mach3sbi-simulate command line option -n mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option mach3sbi-simulate command line option -o mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option mach3sbi-merge-shards command line option mach3sbi-save_data command line option mach3sbi-simulate command line option mach3sbi-strip-theta command line option -p mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option mach3sbi-save_data command line option mach3sbi-simulate command line option -r mach3sbi-inference command line option mach3sbi-merge-shards command line option mach3sbi-simulate command line option mach3sbi-strip-theta command line option mach3sbi-train command line option -s mach3sbi-create_prior command line option mach3sbi-diagnostics command line option mach3sbi-importance-sample command line option mach3sbi-inference command line option mach3sbi-merge-shards command line option mach3sbi-save_data command line option mach3sbi-simulate command line option mach3sbi-train command line option

C

cdf() (CyclicalDistribution method) compare_logl() (in module mach3sbitools.diagnostics) create_posterior() (InferenceHandler method)

create_prior() (in module mach3sbitools.simulator) create_prior_samples() (SBCDiagnostic method) critical() (MaCh3Logger method) CyclicalDistribution (class in mach3sbitools.simulator.priors.cyclical_distribution)

D

debug() (MaCh3Logger method)

device (TorchDeviceHandler property)

E

effective_lower_bounds (Prior property) effective_upper_bounds (Prior property)

error() (MaCh3Logger method) expected_coverage() (SBCDiagnostic method)

F

fit_theta_compressor() (InferenceHandler method)

fit_x_compressor() (InferenceHandler method) from_feather() (in module mach3sbitools.utils)

G

get_covariance_matrix() (SimulatorProtocol method) get_data_bins() (SimulatorProtocol method) get_is_flat() (SimulatorProtocol method) get_log_likelihood() (InferenceHandler method) (SimulatorProtocol method)

get_logger() (in module mach3sbitools.utils) get_parameter_bounds() (SimulatorProtocol method) get_parameter_errors() (SimulatorProtocol method) get_parameter_names() (SimulatorProtocol method) get_parameter_nominals() (SimulatorProtocol method) get_simulator() (in module mach3sbitools.simulator)

I

InferenceHandler (class in mach3sbitools.inference)

info() (MaCh3Logger method)

L

lightning_module (in module mach3sbitools.inference) load_posterior() (InferenceHandler method) load_prior() (in module mach3sbitools.simulator)

log_prob() (CyclicalDistribution method) (Prior method) logger (MaCh3Logger property)

M

MaCh3Logger (class in mach3sbitools.utils) mach3sbi command line option --log-level --log_file mach3sbi-create_prior command line option --config --cy --cyclical_pars --fl --flipped_pars --nuisance_pars --output_file --simulator_class --simulator_module -c -m -o -p -s mach3sbi-diagnostics command line option --config --cy --cyclical_pars --fl --flipped_pars --make_expected_coverage --make_logl_comp --make_sbc_rank --make_tarp --n_posterior_samples --n_prior_samples --nuisance_pars --output_file --posterior --simulator_class --simulator_module -c -i -m -n -o -p -s mach3sbi-importance-sample command line option --config --cy --cyclical_pars --fl --flipped_pars --max-sampling-batch --n_samples --nuisance_pars --output_file --oversampling_factor --posterior --simulator_class --simulator_module -c -i -m -n -o -p -s mach3sbi-inference command line option --n_samples --nuisance_pars --observed_data_file --posterior --prior_path --save_file -i -n -o -p -r -s mach3sbi-merge-shards command line option --output_file --prior_path --seed --shuffle --shuffle_buffer_rows --simulation_dir -o -r -s

mach3sbi-save_data command line option --config --cy --cyclical_pars --fl --flipped_pars --nuisance_pars --output_file --simulator_class --simulator_module -c -m -o -p -s mach3sbi-simulate command line option --config --cy --cyclical_pars --fl --flipped_pars --n_simulations --nuisance_pars --output_file --prior_file --simulator_class --simulator_module -c -m -n -o -p -r -s mach3sbi-strip-theta command line option --chunk_rows --data_dir --in_place --output_dir --prior_path -d -o -r mach3sbi-train command line option --autosave_every --batch_size --compile_model --compress_theta --compress_theta_components --compress_x --compress_x_components --dataset --dropout --ema_alpha --hidden --learning_rate --max_epochs --model --num_bins --num_blocks --num_workers --prefetch_factor --print_interval --prior_path --prune_model --resume_checkpoint --save_file --scheduler_patience --show_progress --shuffle_block_size --stop_after_epochs --tensorboard_dir --transforms --use_amp --val_batch_multiplier --validation_fraction -d -r -s mean (CyclicalDistribution property) (Prior property)

N

n_params (Prior property)

P

pdf() (CyclicalDistribution method) PosteriorConfig (class in mach3sbitools.utils)

Prior (class in mach3sbitools.simulator) prior_data (Prior property)

R

rank_plot() (SBCDiagnostic method)

rsample() (Prior method)

S

sample() (CyclicalDistribution method) (Prior method) sample_posterior_chunked() (InferenceHandler method) save() (Prior method) (Simulator method) save_data() (Simulator method) SBCDiagnostic (class in mach3sbitools.diagnostics) SBIDataModule (class in mach3sbitools.data_loaders)

set_dataset() (InferenceHandler method) set_level() (MaCh3Logger method) setup() (SBIDataModule method) simulate() (Simulator method) (SimulatorProtocol method) Simulator (class in mach3sbitools.simulator) SimulatorProtocol (class in mach3sbitools.simulator.simulator_injector) support (Prior property)

T

tarp() (SBCDiagnostic method) to() (CyclicalDistribution method) (Prior method) to_feather() (in module mach3sbitools.utils)

to_tensor() (TorchDeviceHandler method) TorchDeviceHandler (class in mach3sbitools.utils) train_dataloader() (SBIDataModule method) train_posterior() (InferenceHandler method) TrainingConfig (class in mach3sbitools.utils)

V

val_dataloader() (SBIDataModule method)

variance (CyclicalDistribution property) (Prior property)

W

warning() (MaCh3Logger method)