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mixle
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    Start Here

    • Installation
    • Project Maturity
    • What Is New In 0.6.2
    • Quickstart
    • Core Concepts
    • Package Map
    • Model Lifecycle
    • Tutorials
      • Fitting Heterogeneous Records
      • PPL Mixture Workflow
      • Enumeration and Ranking
      • Production Artifacts
      • LLM Distillation Cascade
      • LLM Uncertainty
      • Representation and Model Families
      • Relations and Operations
      • Evolution and Analysis

    Core Workflows

    • Neural and LLM Models
    • A Torch Module Is A Distribution
    • Automatic Inference
    • Model Families
    • Representation Layer
    • Task Distillation
    • Task Serving, Routing, and Edge Deployment
    • Bring Your Own Model
    • Training At Scale
    • Agentic Task Distillation
    • Uncertainty
    • Reasoning Systems
    • Local Reasoning Ecosystem
    • HMMs and Latent Structure
    • Temporal and Stochastic Processes
    • Automatic Modeling Internals
    • Cookbook

    Release And Validation

    • Release Readiness
    • Validation
    • Support Policy
    • Security and Data
    • Numerical Stability and Missing Data
    • Family Release Coordination
    • Release Notes
    • Example Execution Manifest
    • Changelog

    Reference Guides

    • API Overview
    • Capabilities and Contracts
    • Compute Layer
    • Distribution Families
    • Univariate Families
    • Structured Statistical Families
    • Latent, Bayesian, and Nonparametric Families
    • Inference
    • Inference Toolkit
    • Probabilistic Programming
    • Operations
    • Relations
    • Compute Engines
    • Enumeration and Ranking
    • Data Layer
    • Design of Experiments
    • Analysis Utilities
    • Evolution and Search
    • Production Workflows
    • Utilities and Parallelism
    • Experimental Program API
    • Examples
    • Example Gallery
    • Troubleshooting
    • Glossary
    • Extending mixle
    • Development

    API Reference

    • mixle
      • mixle package
        • mixle.analysis package
          • mixle.analysis.covariance_shrinkage module
          • mixle.analysis.coverage module
          • mixle.analysis.extreme module
          • mixle.analysis.kde module
          • mixle.analysis.kriging module
          • mixle.analysis.max_stable module
          • mixle.analysis.rank_aggregation module
          • mixle.analysis.spatial_mixture module
        • mixle.data package
          • mixle.data.sources package
            • mixle.data.sources.array_source module
            • mixle.data.sources.arrow_source module
            • mixle.data.sources.graph_source module
            • mixle.data.sources.hadoop_source module
            • mixle.data.sources.mongo_source module
            • mixle.data.sources.pandas_source module
            • mixle.data.sources.spark_source module
            • mixle.data.sources.sql_source module
            • mixle.data.sources.text_source module
          • mixle.data.core module
          • mixle.data.encoded_io module
          • mixle.data.exchangeability module
          • mixle.data.hashing module
          • mixle.data.partition module
          • mixle.data.schema module
          • mixle.data.stream_token_source module
          • mixle.data.streaming_corpus module
          • mixle.data.structure module
          • mixle.data.validate module
        • mixle.doe package
          • mixle.doe._contracts module
          • mixle.doe.active module
          • mixle.doe.amplify module
          • mixle.doe.analysis module
          • mixle.doe.batch module
          • mixle.doe.bayesopt module
          • mixle.doe.calibrate module
          • mixle.doe.constrained module
          • mixle.doe.designs module
          • mixle.doe.distillation module
          • mixle.doe.entropy module
          • mixle.doe.factorial module
          • mixle.doe.mixture module
          • mixle.doe.multifidelity module
          • mixle.doe.multiobjective module
          • mixle.doe.optimal module
          • mixle.doe.optimizer module
          • mixle.doe.oracle module
          • mixle.doe.propagate module
          • mixle.doe.robust module
          • mixle.doe.sensitivity module
          • mixle.doe.trust_region module
        • mixle.engines package
          • mixle.engines.affine module
          • mixle.engines.arithmetic module
          • mixle.engines.base module
          • mixle.engines.bitpacked module
          • mixle.engines.build_kernels module
          • mixle.engines.error_tracing module
          • mixle.engines.extended module
          • mixle.engines.formats module
          • mixle.engines.heterogeneous module
          • mixle.engines.highprec module
          • mixle.engines.jax_engine module
          • mixle.engines.lns module
          • mixle.engines.lns_nn module
          • mixle.engines.numpy_engine module
          • mixle.engines.packing module
          • mixle.engines.precision module
          • mixle.engines.qlut module
          • mixle.engines.spectrum module
          • mixle.engines.symbolic_engine module
          • mixle.engines.symbolic_export module
          • mixle.engines.torch_engine module
        • mixle.enumeration package
          • mixle.enumeration.quantization package
            • mixle.enumeration.quantization.core module
            • mixle.enumeration.quantization.parallel module
            • mixle.enumeration.quantization.seek module
            • mixle.enumeration.quantization.semiring module
          • mixle.enumeration.algorithms module
          • mixle.enumeration.assignment module
          • mixle.enumeration.autoregressive module
          • mixle.enumeration.best_first module
          • mixle.enumeration.density_rank module
          • mixle.enumeration.envelope module
          • mixle.enumeration.hmm_paths module
          • mixle.enumeration.model_enumeration module
          • mixle.enumeration.rescore module
          • mixle.enumeration.seek_index module
          • mixle.enumeration.spanning module
          • mixle.enumeration.streams module
        • mixle.epistemic package
          • mixle.epistemic.coherence module
          • mixle.epistemic.discrepancy module
          • mixle.epistemic.journal module
          • mixle.epistemic.likelihood module
          • mixle.epistemic.loop module
          • mixle.epistemic.portfolio module
        • mixle.evolve package
          • mixle.evolve.closed_loop module
          • mixle.evolve.concept_discovery module
          • mixle.evolve.improve module
          • mixle.evolve.ledger module
          • mixle.evolve.objective module
          • mixle.evolve.operators module
          • mixle.evolve.population module
          • mixle.evolve.search module
          • mixle.evolve.space module
          • mixle.evolve.structure module
          • mixle.evolve.verify module
        • mixle.experimental package
          • mixle.experimental.context_spine module
          • mixle.experimental.graduation module
          • mixle.experimental.growth_operators module
          • mixle.experimental.kv_cache_quant module
          • mixle.experimental.long_context_eval module
          • mixle.experimental.moment_closure_attention module
          • mixle.experimental.program module
          • mixle.experimental.retrieval_memory_spine module
          • mixle.experimental.selective_scan module
          • mixle.experimental.sketch_state_attention module
          • mixle.experimental.ssm_hybrid module
          • mixle.experimental.structure_edit_schedule module
          • mixle.experimental.summary_tree module
          • mixle.experimental.tying_discovery module
        • mixle.inference package
          • mixle.inference.mcmc package
            • mixle.inference.mcmc.conjugate module
            • mixle.inference.mcmc.gradients module
            • mixle.inference.mcmc.nuts_numba module
            • mixle.inference.mcmc.nuts_torch module
            • mixle.inference.mcmc.parameter_bridge module
            • mixle.inference.mcmc.proposals module
            • mixle.inference.mcmc.samplers module
          • mixle.inference.production package
            • mixle.inference.production.drift module
            • mixle.inference.production.monitor module
            • mixle.inference.production.provenance module
            • mixle.inference.production.registry module
            • mixle.inference.production.serving module
          • mixle.inference._advi module
          • mixle.inference.backend_respecialization module
          • mixle.inference.backends module
          • mixle.inference.bayesian_network module
          • mixle.inference.belief module
          • mixle.inference.blackbox module
          • mixle.inference.block_em module
          • mixle.inference.block_gibbs module
          • mixle.inference.calibrate_fit module
          • mixle.inference.calibration module
          • mixle.inference.causal module
          • mixle.inference.condition module
          • mixle.inference.conditional_jit_controller module
          • mixle.inference.conformal module
          • mixle.inference.copula_structure module
          • mixle.inference.create module
          • mixle.inference.cross_validation module
          • mixle.inference.decision module
          • mixle.inference.diagnostics module
          • mixle.inference.em module
          • mixle.inference.errors_in_variables module
          • mixle.inference.estimation module
          • mixle.inference.event_study module
          • mixle.inference.explain module
          • mixle.inference.fisher module
          • mixle.inference.forecast module
          • mixle.inference.freeze_rollup module
          • mixle.inference.fusion_policy module
          • mixle.inference.glm module
          • mixle.inference.gradient_fit module
          • mixle.inference.heterogeneous_executor module
          • mixle.inference.jit module
          • mixle.inference.leaf_hotswap module
          • mixle.inference.model_comparison module
          • mixle.inference.mpi_executor module
          • mixle.inference.multiple_testing module
          • mixle.inference.node_precision_plan module
          • mixle.inference.node_report module
          • mixle.inference.nonparametric module
          • mixle.inference.objectives module
          • mixle.inference.orchestration module
          • mixle.inference.ordinal module
          • mixle.inference.placement module
          • mixle.inference.planning module
          • mixle.inference.posterior module
          • mixle.inference.precision_plan module
          • mixle.inference.priors module
          • mixle.inference.project module
          • mixle.inference.receipt module
          • mixle.inference.refine module
          • mixle.inference.reproduce module
          • mixle.inference.resampling module
          • mixle.inference.robust module
          • mixle.inference.scenario module
          • mixle.inference.scoring module
          • mixle.inference.select module
          • mixle.inference.simulate module
          • mixle.inference.skill module
          • mixle.inference.spark_executor module
          • mixle.inference.streaming module
          • mixle.inference.structure module
          • mixle.inference.structure_embedded module
          • mixle.inference.survival module
          • mixle.inference.synthesize module
          • mixle.inference.target module
          • mixle.inference.torsion module
          • mixle.inference.uncertainty module
          • mixle.inference.uq module
        • mixle.models package
          • mixle.models._forest module
          • mixle.models._kernels module
          • mixle.models._neural_serial module
          • mixle.models._result module
          • mixle.models.coarsening module
          • mixle.models.compress module
          • mixle.models.continual module
          • mixle.models.dependence module
          • mixle.models.dirichlet_process_mixture module
          • mixle.models.dpo_leaf module
          • mixle.models.embedding module
          • mixle.models.energy module
          • mixle.models.eval_harness module
          • mixle.models.feature_map module
          • mixle.models.gaussian_process module
          • mixle.models.grad_leaf module
          • mixle.models.grammar module
          • mixle.models.hamiltonian module
          • mixle.models.knowledge_graph module
          • mixle.models.language_model module
          • mixle.models.memory_efficient_training module
          • mixle.models.mixture_density module
          • mixle.models.moe module
          • mixle.models.moment_propagation module
          • mixle.models.mup module
          • mixle.models.neural module
          • mixle.models.neural_density module
          • mixle.models.neural_families module
          • mixle.models.neural_leaf module
          • mixle.models.partially_observable_markov_decision_process module
          • mixle.models.pinn module
          • mixle.models.qat module
          • mixle.models.quotient module
          • mixle.models.random_forest module
          • mixle.models.random_graph module
          • mixle.models.self_distillation module
          • mixle.models.sigma_weighted_projection module
          • mixle.models.softmax_leaf module
          • mixle.models.sorted_profile_quantizer module
          • mixle.models.sparse_gaussian_process module
          • mixle.models.sparsity_2_4 module
          • mixle.models.streaming_transformer_leaf module
          • mixle.models.train_search module
          • mixle.models.transformer module
          • mixle.models.unified_quantizer module
        • mixle.pool package
          • mixle.pool.core module
        • mixle.ppl package
          • mixle.ppl._grid module
          • mixle.ppl._lowering module
          • mixle.ppl._result module
          • mixle.ppl.autograd module
          • mixle.ppl.conformal module
          • mixle.ppl.core module
          • mixle.ppl.density module
          • mixle.ppl.diagnostics module
          • mixle.ppl.distributions module
          • mixle.ppl.field module
          • mixle.ppl.guide module
          • mixle.ppl.inference module
          • mixle.ppl.neural module
          • mixle.ppl.predictive module
          • mixle.ppl.priors module
          • mixle.ppl.provenance module
          • mixle.ppl.regression module
          • mixle.ppl.rough_paths module
          • mixle.ppl.scaling_laws module
          • mixle.ppl.statespace module
          • mixle.ppl.summarize module
          • mixle.ppl.survival module
          • mixle.ppl.vmp module
        • mixle.reason package
          • mixle.reason.adapter module
          • mixle.reason.anchor_harness module
          • mixle.reason.belief_walk module
          • mixle.reason.core module
          • mixle.reason.cross_modal module
          • mixle.reason.cycle_consistency module
          • mixle.reason.design module
          • mixle.reason.discrete module
          • mixle.reason.embedding module
          • mixle.reason.encoder module
          • mixle.reason.fusion module
          • mixle.reason.graph_llm module
          • mixle.reason.inference_program module
          • mixle.reason.language_bridge module
          • mixle.reason.llm module
          • mixle.reason.modality module
          • mixle.reason.model module
          • mixle.reason.ontology module
          • mixle.reason.store module
          • mixle.reason.task_projection module
          • mixle.reason.transport_edge module
          • mixle.reason.zero_shot_bootstrap module
        • mixle.represent package
          • mixle.represent.api module
          • mixle.represent.embed module
          • mixle.represent.generative module
          • mixle.represent.graph module
          • mixle.represent.heterogeneous module
          • mixle.represent.learned_segment module
          • mixle.represent.modality module
          • mixle.represent.posterior module
          • mixle.represent.quantize module
          • mixle.represent.segment module
        • mixle.stats package
          • mixle.stats.bayes package
            • mixle.stats.bayes.conjugate module
            • mixle.stats.bayes.dict_dirichlet module
            • mixle.stats.bayes.dirichlet module
            • mixle.stats.bayes.dirichlet_process_mixture module
            • mixle.stats.bayes.hierarchical_dirichlet_process_mixture module
            • mixle.stats.bayes.multivariate_normal_gamma module
            • mixle.stats.bayes.normal_gamma module
            • mixle.stats.bayes.normal_wishart module
            • mixle.stats.bayes.pitman_yor module
            • mixle.stats.bayes.symmetric_dirichlet module
          • mixle.stats.combinator package
            • mixle.stats.combinator._base module
            • mixle.stats.combinator.censored module
            • mixle.stats.combinator.composite module
            • mixle.stats.combinator.conditional module
            • mixle.stats.combinator.copula module
            • mixle.stats.combinator.exponential_tilt module
            • mixle.stats.combinator.finite_stochastic_transform module
            • mixle.stats.combinator.hurdle module
            • mixle.stats.combinator.ignored module
            • mixle.stats.combinator.null_dist module
            • mixle.stats.combinator.optional module
            • mixle.stats.combinator.record module
            • mixle.stats.combinator.schema module
            • mixle.stats.combinator.select module
            • mixle.stats.combinator.sequence module
            • mixle.stats.combinator.survival module
            • mixle.stats.combinator.transform module
            • mixle.stats.combinator.truncated module
            • mixle.stats.combinator.weighted module
            • mixle.stats.combinator.zero_inflated module
          • mixle.stats.compute package
            • mixle.stats.compute._sampling module
            • mixle.stats.compute.backend module
            • mixle.stats.compute.capabilities module
            • mixle.stats.compute.declarations module
            • mixle.stats.compute.decomposition module
            • mixle.stats.compute.encoded module
            • mixle.stats.compute.error_receipts module
            • mixle.stats.compute.exp_family module
            • mixle.stats.compute.fused_codegen module
            • mixle.stats.compute.fused_kernels module
            • mixle.stats.compute.fused_nested module
            • mixle.stats.compute.gradient module
            • mixle.stats.compute.kernel module
            • mixle.stats.compute.pdist module
            • mixle.stats.compute.posterior module
            • mixle.stats.compute.sampling_api module
            • mixle.stats.compute.sequence module
            • mixle.stats.compute.stacked module
            • mixle.stats.compute.torch_mixture module
          • mixle.stats.directional package
            • mixle.stats.directional.bingham module
            • mixle.stats.directional.kent module
            • mixle.stats.directional.projected_normal module
            • mixle.stats.directional.von_mises module
            • mixle.stats.directional.von_mises_fisher module
            • mixle.stats.directional.watson module
            • mixle.stats.directional.wrapped_cauchy module
            • mixle.stats.directional.wrapped_normal module
          • mixle.stats.graphs package
            • mixle.stats.graphs.erdos_renyi_graph module
            • mixle.stats.graphs.hyperedge_replacement_grammar module
            • mixle.stats.graphs.knowledge_graph module
            • mixle.stats.graphs.random_dot_product_graph module
            • mixle.stats.graphs.stochastic_block_graph module
            • mixle.stats.graphs.temporal_graph_grammar module
            • mixle.stats.graphs.vertex_replacement_grammar module
          • mixle.stats.latent package
            • mixle.stats.latent._hidden_markov_numba_kernels module
            • mixle.stats.latent.chained_attention module
            • mixle.stats.latent.dirac_length module
            • mixle.stats.latent.gated_mixture module
            • mixle.stats.latent.gaussian_mixture module
            • mixle.stats.latent.heterogeneous_mixture module
            • mixle.stats.latent.heterogeneous_pcfg module
            • mixle.stats.latent.hidden_association module
            • mixle.stats.latent.hidden_markov module
            • mixle.stats.latent.hierarchical module
            • mixle.stats.latent.hierarchical_mixture module
            • mixle.stats.latent.hmm_determinize module
            • mixle.stats.latent.indian_buffet_process module
            • mixle.stats.latent.integer_hidden_association module
            • mixle.stats.latent.integer_probabilistic_latent_semantic_indexing module
            • mixle.stats.latent.joint_mixture module
            • mixle.stats.latent.labeled_lda module
            • mixle.stats.latent.lda module
            • mixle.stats.latent.lookback_hidden_markov_model module
            • mixle.stats.latent.mixture module
            • mixle.stats.latent.probabilistic_circuit module
            • mixle.stats.latent.probabilistic_pca module
            • mixle.stats.latent.quantized_hidden_markov_model module
            • mixle.stats.latent.responsibility_attention module
            • mixle.stats.latent.scheduled_hidden_markov_model module
            • mixle.stats.latent.segmental_hidden_markov_model module
            • mixle.stats.latent.semi_supervised_hidden_markov_model module
            • mixle.stats.latent.semi_supervised_mixture module
            • mixle.stats.latent.sparse_mixture module
            • mixle.stats.latent.structured_hmm module
            • mixle.stats.latent.tree_hidden_markov_model module
            • mixle.stats.latent.variational_embedding_attention module
            • mixle.stats.latent.variational_multihop_attention module
          • mixle.stats.matrix package
            • mixle.stats.matrix.inverse_wishart module
            • mixle.stats.matrix.lkj module
            • mixle.stats.matrix.matrix_normal module
            • mixle.stats.matrix.wishart module
          • mixle.stats.multivariate package
            • mixle.stats.multivariate._copula_common module
            • mixle.stats.multivariate.categorical_multinomial module
            • mixle.stats.multivariate.clayton_copula module
            • mixle.stats.multivariate.composition module
            • mixle.stats.multivariate.diagonal_gaussian module
            • mixle.stats.multivariate.dirichlet_multinomial module
            • mixle.stats.multivariate.frank_copula module
            • mixle.stats.multivariate.gaussian_copula module
            • mixle.stats.multivariate.gumbel_copula module
            • mixle.stats.multivariate.integer_multinomial module
            • mixle.stats.multivariate.multivariate_gaussian module
            • mixle.stats.multivariate.multivariate_student_t module
            • mixle.stats.multivariate.rvine_copula module
            • mixle.stats.multivariate.student_t_copula module
            • mixle.stats.multivariate.vine_copula module
          • mixle.stats.processes package
            • mixle.stats.processes.birth_death module
            • mixle.stats.processes.chinese_restaurant_process module
            • mixle.stats.processes.ctmc module
            • mixle.stats.processes.hawkes_process module
            • mixle.stats.processes.inhomogeneous_poisson module
            • mixle.stats.processes.multivariate_hawkes module
            • mixle.stats.processes.power_law_hawkes module
            • mixle.stats.processes.renewal_process module
            • mixle.stats.processes.temporal module
          • mixle.stats.rankings package
            • mixle.stats.rankings._permutation_kernels module
            • mixle.stats.rankings.bradley_terry module
            • mixle.stats.rankings.ewens module
            • mixle.stats.rankings.generalized_mallows module
            • mixle.stats.rankings.generalized_mallows_model module
            • mixle.stats.rankings.low_rank_permutation module
            • mixle.stats.rankings.mallows module
            • mixle.stats.rankings.matching module
            • mixle.stats.rankings.paired_comparison module
            • mixle.stats.rankings.plackett_luce module
            • mixle.stats.rankings.spearman_rho module
            • mixle.stats.rankings.thurstone module
          • mixle.stats.sequences package
            • mixle.stats.sequences._keyed_accumulator module
            • mixle.stats.sequences.integer_markov_chain module
            • mixle.stats.sequences.markov_chain module
            • mixle.stats.sequences.markov_transform module
            • mixle.stats.sequences.sparse_markov_transform module
          • mixle.stats.sets package
            • mixle.stats.sets.bernoulli_set module
            • mixle.stats.sets.integer_bernoulli_edit module
            • mixle.stats.sets.integer_bernoulli_set module
            • mixle.stats.sets.integer_step_bernoulli_edit module
          • mixle.stats.trees package
            • mixle.stats.trees.chow_liu_tree module
            • mixle.stats.trees.integer_chow_liu_tree module
            • mixle.stats.trees.spanning_tree module
          • mixle.stats.univariate package
            • mixle.stats.univariate.continuous package
              • mixle.stats.univariate.continuous.beta module
              • mixle.stats.univariate.continuous.exgaussian module
              • mixle.stats.univariate.continuous.exponential module
              • mixle.stats.univariate.continuous.gamma module
              • mixle.stats.univariate.continuous.gaussian module
              • mixle.stats.univariate.continuous.generalized_extreme_value module
              • mixle.stats.univariate.continuous.generalized_gaussian module
              • mixle.stats.univariate.continuous.generalized_pareto module
              • mixle.stats.univariate.continuous.gumbel module
              • mixle.stats.univariate.continuous.half_normal module
              • mixle.stats.univariate.continuous.inverse_gamma module
              • mixle.stats.univariate.continuous.inverse_gaussian module
              • mixle.stats.univariate.continuous.laplace module
              • mixle.stats.univariate.continuous.log_gaussian module
              • mixle.stats.univariate.continuous.logistic module
              • mixle.stats.univariate.continuous.nakagami module
              • mixle.stats.univariate.continuous.pareto module
              • mixle.stats.univariate.continuous.rayleigh module
              • mixle.stats.univariate.continuous.rician module
              • mixle.stats.univariate.continuous.skew_normal module
              • mixle.stats.univariate.continuous.student_t module
              • mixle.stats.univariate.continuous.tweedie module
              • mixle.stats.univariate.continuous.uniform module
              • mixle.stats.univariate.continuous.weibull module
            • mixle.stats.univariate.discrete package
              • mixle.stats.univariate.discrete.bernoulli module
              • mixle.stats.univariate.discrete.beta_binomial module
              • mixle.stats.univariate.discrete.binomial module
              • mixle.stats.univariate.discrete.categorical module
              • mixle.stats.univariate.discrete.geometric module
              • mixle.stats.univariate.discrete.integer_categorical module
              • mixle.stats.univariate.discrete.integer_uniform_spike module
              • mixle.stats.univariate.discrete.logseries module
              • mixle.stats.univariate.discrete.negative_binomial module
              • mixle.stats.univariate.discrete.point_mass module
              • mixle.stats.univariate.discrete.poisson module
              • mixle.stats.univariate.discrete.skellam module
          • mixle.stats.missing module
        • mixle.substrate package
          • mixle.substrate.accum module
          • mixle.substrate.act module
          • mixle.substrate.answer module
          • mixle.substrate.belief module
          • mixle.substrate.context module
          • mixle.substrate.core module
          • mixle.substrate.eig_retrieve module
          • mixle.substrate.factuality module
          • mixle.substrate.freshness module
          • mixle.substrate.governance module
          • mixle.substrate.harness module
          • mixle.substrate.ingest module
          • mixle.substrate.interop module
          • mixle.substrate.kg_rag module
          • mixle.substrate.multihop module
          • mixle.substrate.reasoner module
          • mixle.substrate.retrieve module
          • mixle.substrate.security module
          • mixle.substrate.spaces module
          • mixle.substrate.trust module
        • mixle.task package
          • mixle.task.acquire module
          • mixle.task.active module
          • mixle.task.artifact module
          • mixle.task.bandit module
          • mixle.task.calibrate module
          • mixle.task.calibrated_generator module
          • mixle.task.capability module
          • mixle.task.capacity module
          • mixle.task.cascade module
          • mixle.task.checkpoint_family_ladder module
          • mixle.task.collapse module
          • mixle.task.compose module
          • mixle.task.constrained module
          • mixle.task.data_mixture module
          • mixle.task.density module
          • mixle.task.deploy_family module
          • mixle.task.design module
          • mixle.task.design_prior module
          • mixle.task.disagreement module
          • mixle.task.discrepancy_invention_loop module
          • mixle.task.distill module
          • mixle.task.distill_methods module
          • mixle.task.distill_soft module
          • mixle.task.economics module
          • mixle.task.edge module
          • mixle.task.emulate module
          • mixle.task.environment module
          • mixle.task.explore_world module
          • mixle.task.extract module
          • mixle.task.frontier_to_native module
          • mixle.task.generative_capability module
          • mixle.task.generative_text module
          • mixle.task.harness module
          • mixle.task.imagine module
          • mixle.task.inverse module
          • mixle.task.irl module
          • mixle.task.llm module
          • mixle.task.model module
          • mixle.task.multilabel module
          • mixle.task.orchestrate module
          • mixle.task.outcome_decomposer module
          • mixle.task.pilot_ladder module
          • mixle.task.plan module
          • mixle.task.plan_model module
          • mixle.task.plan_refine module
          • mixle.task.probe_policy module
          • mixle.task.propose module
          • mixle.task.quantize module
          • mixle.task.recommend module
          • mixle.task.refine module
          • mixle.task.regress module
          • mixle.task.replay module
          • mixle.task.rl module
          • mixle.task.router module
          • mixle.task.scorecard module
          • mixle.task.sft_plan module
          • mixle.task.solve module
          • mixle.task.structured_out module
          • mixle.task.task_decomposition module
          • mixle.task.toolcall module
          • mixle.task.traces module
          • mixle.task.tune module
          • mixle.task.vlm module
        • mixle.telemetry package
          • mixle.telemetry.core module
          • mixle.telemetry.dashboard module
        • mixle.utils package
          • mixle.utils.automatic package
            • mixle.utils.automatic.detectors package
              • mixle.utils.automatic.detectors.beta module
              • mixle.utils.automatic.detectors.beta_binomial module
              • mixle.utils.automatic.detectors.binomial module
              • mixle.utils.automatic.detectors.exgaussian module
              • mixle.utils.automatic.detectors.generalized_extreme_value module
              • mixle.utils.automatic.detectors.generalized_gaussian module
              • mixle.utils.automatic.detectors.generalized_pareto module
              • mixle.utils.automatic.detectors.geometric module
              • mixle.utils.automatic.detectors.gumbel module
              • mixle.utils.automatic.detectors.half_normal module
              • mixle.utils.automatic.detectors.inverse_gamma module
              • mixle.utils.automatic.detectors.inverse_gaussian module
              • mixle.utils.automatic.detectors.laplace module
              • mixle.utils.automatic.detectors.logistic module
              • mixle.utils.automatic.detectors.negative_binomial module
              • mixle.utils.automatic.detectors.pareto module
              • mixle.utils.automatic.detectors.rayleigh module
              • mixle.utils.automatic.detectors.skew_normal module
              • mixle.utils.automatic.detectors.tweedie module
              • mixle.utils.automatic.detectors.weibull module
            • mixle.utils.automatic.factories module
            • mixle.utils.automatic.profiling module
          • mixle.utils.hvis package
            • mixle.utils.hvis.affinity module
            • mixle.utils.hvis.direct module
            • mixle.utils.hvis.distributed module
            • mixle.utils.hvis.embed module
            • mixle.utils.hvis.front module
            • mixle.utils.hvis.goals module
            • mixle.utils.hvis.neighbors module
            • mixle.utils.hvis.stream module
            • mixle.utils.hvis.topology module
            • mixle.utils.hvis.tsne module
            • mixle.utils.hvis.umap_np module
          • mixle.utils.parallel package
            • mixle.utils.parallel.balance module
            • mixle.utils.parallel.context_parallel_spine module
            • mixle.utils.parallel.dcp_checkpoint module
            • mixle.utils.parallel.em_observability module
            • mixle.utils.parallel.fault_tolerant_training module
            • mixle.utils.parallel.lightning_data module
            • mixle.utils.parallel.model_decomposition module
            • mixle.utils.parallel.model_parallel module
            • mixle.utils.parallel.mpi module
            • mixle.utils.parallel.multiprocessing module
            • mixle.utils.parallel.planner module
            • mixle.utils.parallel.ray_data module
            • mixle.utils.parallel.resilient_em module
            • mixle.utils.parallel.sdc_audit module
            • mixle.utils.parallel.tensor_pipeline_context_parallel module
            • mixle.utils.parallel.torch_neural module
            • mixle.utils.parallel.torchrun module
            • mixle.utils.parallel.training_health module
          • mixle.utils.aliasing module
          • mixle.utils.evaluation module
          • mixle.utils.metrics module
          • mixle.utils.optional_deps module
          • mixle.utils.optsutil module
          • mixle.utils.pvalues module
          • mixle.utils.serialization module
          • mixle.utils.special module
          • mixle.utils.vector module
        • mixle.capability module
        • mixle.contracts module
        • mixle.dist module
        • mixle.fault module
        • mixle.lifecycle module
        • mixle.meta module
        • mixle.ops module
        • mixle.process module
        • mixle.program module
        • mixle.registry module
        • mixle.relations module
        • mixle.scientist module
        • mixle.scorecard module
        • mixle.spend module
        • mixle.system module

    Architecture Notes

    • Architecture Notes
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    mixle.stats.sets package¶

    Set-valued distribution namespace.

    This package groups probability families over unordered collections while the consolidated imports remain available from mixle.stats for the main public API.

    Submodules¶

    • mixle.stats.sets.bernoulli_set module
    • mixle.stats.sets.integer_bernoulli_edit module
    • mixle.stats.sets.integer_bernoulli_set module
    • mixle.stats.sets.integer_step_bernoulli_edit module
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    mixle.stats.sets.bernoulli_set module
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    mixle.stats.sequences.sparse_markov_transform module
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