Index

A

Adaptive (infotheory_rs.GenerationUpdateMode attribute) Agent (class in infotheory_rs) AgentConfig (class in infotheory_rs)

AgentSimulatorABC (class in infotheory_rs) AiqiAgent (class in infotheory_rs) AiqiConfig (class in infotheory_rs)

B

Bayes (infotheory_rs.MixtureKind attribute) best_action() (infotheory_rs.SearchNode method) biased_entropy_rate_backend() (in module infotheory_rs) biased_entropy_rate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method)

BiasedRockPaperScissorEnv (class in infotheory_rs) boxed_clone_with_seed() (infotheory_rs.AgentSimulatorABC method) (infotheory_rs.PredictorABC method) ByteClass (infotheory_rs.CalibrationContextKind attribute)

C

calibrated() (infotheory_rs.RateBackend static method) CalibrationContextKind (class in infotheory_rs) CoinFlipEnv (class in infotheory_rs) compress_bytes_backend() (in module infotheory_rs) compress_file() (in module infotheory_rs) compress_size() (infotheory_rs.InfotheoryCtx method) compress_size_backend() (in module infotheory_rs) compress_size_chain() (infotheory_rs.InfotheoryCtx method) compress_size_chain_backend() (in module infotheory_rs) CompressionBackend (class in infotheory_rs) condition() (infotheory_rs.RateBackendSession method) conditional_entropy_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method)

conditional_entropy_paths() (in module infotheory_rs) conditional_entropy_rate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) Cons (infotheory_rs.NcdVariant attribute) cross_entropy_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) cross_entropy_conditional_chain() (infotheory_rs.InfotheoryCtx method) cross_entropy_paths() (in module infotheory_rs) cross_entropy_rate_backend() (in module infotheory_rs) cross_entropy_rate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) ctw() (infotheory_rs.RateBackend static method) CtwPredictor (class in infotheory_rs) CtwTestEnv (class in infotheory_rs)

D

d_kl_bytes() (in module infotheory_rs) decode_bits() (in module infotheory_rs) decode_reward_bits() (in module infotheory_rs) decode_reward_offset_bits() (in module infotheory_rs) decompress_bytes_backend() (in module infotheory_rs) decompress_file() (in module infotheory_rs) Disable (infotheory_rs.Stage2PriorMode attribute)

discount_gamma() (infotheory_rs.AgentSimulatorABC method) drain_observations() (infotheory_rs.BiasedRockPaperScissorEnv method) (infotheory_rs.CoinFlipEnv method) (infotheory_rs.CtwTestEnv method) (infotheory_rs.EnvironmentABC method) (infotheory_rs.ExtendedTigerEnv method) (infotheory_rs.KuhnPokerEnv method) (infotheory_rs.TicTacToeEnv method)

E

encode_bits() (in module infotheory_rs) encode_reward_bits() (in module infotheory_rs) encode_reward_offset_bits() (in module infotheory_rs) entropy_rate_backend() (in module infotheory_rs)

entropy_rate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) environment_probe() (in module infotheory_rs) EnvironmentABC (class in infotheory_rs) ExtendedTigerEnv (class in infotheory_rs)

F

fac_ctw() (infotheory_rs.RateBackend static method) FacCtwPredictor (class in infotheory_rs) FadingBayes (infotheory_rs.MixtureKind attribute) File (infotheory_rs.SearchGranularity attribute) fill_log_probs() (infotheory_rs.RateBackendSession method)

finish() (infotheory_rs.RateBackendSession method) First (infotheory_rs.ObservationKeyMode attribute) fork_with() (infotheory_rs.RandomGenerator method) Frozen (infotheory_rs.GenerationUpdateMode attribute) FullStream (infotheory_rs.ObservationKeyMode attribute)

G

gen_bool() (infotheory_rs.RandomGenerator method) gen_f64() (infotheory_rs.AgentSimulatorABC method) (infotheory_rs.RandomGenerator method) gen_percept_and_update() (infotheory_rs.AgentSimulatorABC method) gen_range() (infotheory_rs.AgentSimulatorABC method) (infotheory_rs.RandomGenerator method) generate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) (infotheory_rs.RateBackendSession method) generate_bytes_conditional_chain() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) GenerationConfig (class in infotheory_rs) GenerationStrategy (class in infotheory_rs) GenerationUpdateMode (class in infotheory_rs) get_action_bits() (infotheory_rs.EnvironmentABC method) get_bytes_from_paths() (in module infotheory_rs) get_compressed_size() (in module infotheory_rs) get_compressed_size_parallel() (in module infotheory_rs) get_compressed_sizes_from_paths() (in module infotheory_rs) get_default_ctx() (in module infotheory_rs) get_explore_exploit_ratio() (infotheory_rs.AgentSimulatorABC method) get_num_actions() (infotheory_rs.AgentSimulatorABC method) get_num_observation_bits() (infotheory_rs.AgentSimulatorABC method) get_num_reward_bits() (infotheory_rs.AgentSimulatorABC method) get_observation() (infotheory_rs.BiasedRockPaperScissorEnv method) (infotheory_rs.CoinFlipEnv method) (infotheory_rs.CtwTestEnv method) (infotheory_rs.EnvironmentABC method) (infotheory_rs.ExtendedTigerEnv method) (infotheory_rs.KuhnPokerEnv method) (infotheory_rs.TicTacToeEnv method)

get_observation_bits() (infotheory_rs.EnvironmentABC method) get_parallel_compressed_sizes_from_parallel_paths() (in module infotheory_rs) get_parallel_compressed_sizes_from_sequential_paths() (in module infotheory_rs) get_planned_action() (infotheory_rs.Agent method) (infotheory_rs.AiqiAgent method) get_planned_action_with_extra_exploration() (infotheory_rs.AiqiAgent method) get_reward() (infotheory_rs.BiasedRockPaperScissorEnv method) (infotheory_rs.CoinFlipEnv method) (infotheory_rs.CtwTestEnv method) (infotheory_rs.EnvironmentABC method) (infotheory_rs.ExtendedTigerEnv method) (infotheory_rs.KuhnPokerEnv method) (infotheory_rs.TicTacToeEnv method) get_reward_bits() (infotheory_rs.EnvironmentABC method) get_sequential_compressed_sizes_from_parallel_paths() (in module infotheory_rs) get_sequential_compressed_sizes_from_sequential_paths() (in module infotheory_rs) Global (infotheory_rs.CalibrationContextKind attribute) Greedy (infotheory_rs.GenerationStrategy attribute) greedy_frozen() (infotheory_rs.GenerationConfig static method)

H

horizon() (infotheory_rs.AgentSimulatorABC method)

I

infotheory_rs module InfotheoryCtx (class in infotheory_rs) intrinsic_dependence_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) is_finished() (infotheory_rs.BiasedRockPaperScissorEnv method) (infotheory_rs.CoinFlipEnv method) (infotheory_rs.CtwTestEnv method) (infotheory_rs.EnvironmentABC method) (infotheory_rs.ExtendedTigerEnv method) (infotheory_rs.KuhnPokerEnv method) (infotheory_rs.TicTacToeEnv method)

J

joint_entropy_rate_backend() (in module infotheory_rs) joint_entropy_rate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method)

joint_marginal_entropy_bytes() (in module infotheory_rs) js_div_bytes() (in module infotheory_rs) js_divergence_paths() (in module infotheory_rs)

K

kl_divergence_paths() (in module infotheory_rs)

KuhnPokerEnv (class in infotheory_rs)

L

Last (infotheory_rs.ObservationKeyMode attribute)

M

mamba() (infotheory_rs.RateBackend static method) marginal_entropy_bytes() (in module infotheory_rs) match() (infotheory_rs.RateBackend static method) max_reward() (infotheory_rs.AgentSimulatorABC method) Mdl (infotheory_rs.MixtureKind attribute) min_reward() (infotheory_rs.AgentSimulatorABC method) mixture() (infotheory_rs.RateBackend static method) MixtureExpertSpec (class in infotheory_rs) MixtureKind (class in infotheory_rs) MixtureSpec (class in infotheory_rs) model_name() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method)

model_revert() (infotheory_rs.AgentSimulatorABC method) model_update_action() (infotheory_rs.AgentSimulatorABC method) model_update_action_external() (infotheory_rs.Agent method) model_update_percept() (infotheory_rs.Agent method) model_update_percept_stream() (infotheory_rs.Agent method) module infotheory_rs mutual_information_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) mutual_information_marg_bytes() (in module infotheory_rs) mutual_information_paths() (in module infotheory_rs) mutual_information_rate_backend() (in module infotheory_rs) mutual_information_rate_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method)

N

ncd_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) ncd_bytes_default() (in module infotheory_rs) ncd_bytes_with_backend() (in module infotheory_rs) ncd_cons() (in module infotheory_rs) ncd_matrix_bytes() (in module infotheory_rs) ncd_matrix_bytes_with_backend() (in module infotheory_rs) ncd_matrix_paths() (in module infotheory_rs) ncd_matrix_paths_with_backend() (in module infotheory_rs) ncd_paths() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) ncd_paths_with_backend() (in module infotheory_rs) ncd_sym_cons() (in module infotheory_rs) ncd_sym_vitanyi() (in module infotheory_rs) ncd_vitanyi() (in module infotheory_rs) NcdVariant (class in infotheory_rs) ned_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method)

ned_cons_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) ned_cons_marg_bytes() (in module infotheory_rs) ned_cons_rate_bytes() (in module infotheory_rs) ned_marg_bytes() (in module infotheory_rs) ned_paths() (in module infotheory_rs) ned_rate_backend() (in module infotheory_rs) ned_rate_bytes() (in module infotheory_rs) Neural (infotheory_rs.MixtureKind attribute) next_u64() (infotheory_rs.RandomGenerator method) nhd_bytes() (in module infotheory_rs) nhd_paths() (in module infotheory_rs) nte_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) nte_marg_bytes() (in module infotheory_rs) nte_paths() (in module infotheory_rs) nte_rate_backend() (in module infotheory_rs) nte_rate_bytes() (in module infotheory_rs) num_actions() (infotheory_rs.AiqiAgent method)

O

observation_key_from_stream() (in module infotheory_rs) observation_key_mode() (infotheory_rs.AgentSimulatorABC method) observation_repr_from_stream() (in module infotheory_rs) (infotheory_rs.Agent method)

observation_stream_len() (infotheory_rs.AgentSimulatorABC method) ObservationKeyMode (class in infotheory_rs) observe() (infotheory_rs.RateBackendSession method) observe_transition() (infotheory_rs.AiqiAgent method)

P

particle() (infotheory_rs.RateBackend static method) ParticleSpec (class in infotheory_rs) perform_action() (infotheory_rs.BiasedRockPaperScissorEnv method) (infotheory_rs.CoinFlipEnv method) (infotheory_rs.CtwTestEnv method) (infotheory_rs.EnvironmentABC method) (infotheory_rs.ExtendedTigerEnv method) (infotheory_rs.KuhnPokerEnv method) (infotheory_rs.TicTacToeEnv method) pop_history() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method)

ppmd() (infotheory_rs.RateBackend static method) predict_one() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method) predict_prob() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method) predictor_probe() (in module infotheory_rs) PredictorABC (class in infotheory_rs)

R

RandomGenerator (class in infotheory_rs) rate_ac() (infotheory_rs.CompressionBackend static method) rate_backend() (in module infotheory_rs) rate_backend_session() (infotheory_rs.InfotheoryCtx method) rate_rans() (infotheory_rs.CompressionBackend static method) RateBackend (class in infotheory_rs) RateBackendSession (class in infotheory_rs) Repeat (infotheory_rs.CalibrationContextKind attribute) reset() (infotheory_rs.Agent method) reset_frozen() (infotheory_rs.RateBackendSession method) resistance_to_transformation_bytes() (in module infotheory_rs) (infotheory_rs.InfotheoryCtx method) revert() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method)

reward_offset() (infotheory_rs.AgentSimulatorABC method) rosaplus() (infotheory_rs.RateBackend static method) RosaPredictor (class in infotheory_rs) run_agent_with_environment() (in module infotheory_rs) run_aiqi_with_environment() (in module infotheory_rs) rwkv7() (infotheory_rs.CompressionBackend static method) (infotheory_rs.RateBackend static method) RwkvPredictor (class in infotheory_rs)

S

Sample (infotheory_rs.GenerationStrategy attribute) sampled_frozen() (infotheory_rs.GenerationConfig static method) search() (in module infotheory_rs) (infotheory_rs.SearchTree method) search_with_simulator() (in module infotheory_rs) SearchGranularity (class in infotheory_rs) SearchNode (class in infotheory_rs) SearchTree (class in infotheory_rs) seed (infotheory_rs.GenerationConfig attribute) set_default_ctx() (in module infotheory_rs)

Snippet (infotheory_rs.SearchGranularity attribute) sparse_match() (infotheory_rs.RateBackend static method) Stage2PriorMode (class in infotheory_rs) steps_observed() (infotheory_rs.AiqiAgent method) strategy (infotheory_rs.GenerationConfig attribute) StreamHash (infotheory_rs.ObservationKeyMode attribute) Summarize (infotheory_rs.Stage2PriorMode attribute) Switching (infotheory_rs.MixtureKind attribute) SymCons (infotheory_rs.NcdVariant attribute) SymVitanyi (infotheory_rs.NcdVariant attribute)

T

temperature (infotheory_rs.GenerationConfig attribute) Text (infotheory_rs.CalibrationContextKind attribute) TextRepeat (infotheory_rs.CalibrationContextKind attribute) TicTacToeEnv (class in infotheory_rs)

top_k (infotheory_rs.GenerationConfig attribute) top_p (infotheory_rs.GenerationConfig attribute) tvd_bytes() (in module infotheory_rs) tvd_paths() (in module infotheory_rs)

U

update() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method) update_history() (infotheory_rs.CtwPredictor method) (infotheory_rs.FacCtwPredictor method) (infotheory_rs.PredictorABC method) (infotheory_rs.RosaPredictor method) (infotheory_rs.RwkvPredictor method) (infotheory_rs.ZpaqPredictor method)

update_mode (infotheory_rs.GenerationConfig attribute) Use (infotheory_rs.Stage2PriorMode attribute)

V

validate_zpaq_rate_method() (in module infotheory_rs) verify_chain_rule() (in module infotheory_rs) verify_conditioning_reduces_entropy() (in module infotheory_rs) verify_entropy_bounds() (in module infotheory_rs) verify_identity() (in module infotheory_rs) verify_mi_nonnegative() (in module infotheory_rs)

verify_ncd_bounds() (in module infotheory_rs) verify_non_negativity() (in module infotheory_rs) verify_subadditivity() (in module infotheory_rs) verify_symmetry() (in module infotheory_rs) verify_triangle_inequality() (in module infotheory_rs) Vitanyi (infotheory_rs.NcdVariant attribute) vm_enabled() (in module infotheory_rs)

Z

zpaq() (infotheory_rs.CompressionBackend static method) (infotheory_rs.RateBackend static method)

ZpaqPredictor (class in infotheory_rs)