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mixle 0.6.2
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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
  • Automatic Inference
  • Model Families
  • Representation Layer
  • Task Distillation
  • Task Serving, Routing, And Edge Deployment
  • Agentic Task Distillation
  • Uncertainty
  • Reasoning Systems
  • Local Reasoning Ecosystem
  • HMMs and Latent Structure
  • Temporal And Stochastic Processes
  • Automatic Modeling Internals
  • Cookbook

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
  • 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.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.structure module
        • mixle.data.validate module
      • mixle.doe package
        • mixle.doe.active 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.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.propagate 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.evolve package
        • 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.program 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.backends module
        • mixle.inference.bayesian_network module
        • mixle.inference.belief module
        • mixle.inference.blackbox module
        • mixle.inference.block_gibbs module
        • mixle.inference.calibrate_fit module
        • mixle.inference.calibration module
        • mixle.inference.causal module
        • mixle.inference.conformal 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.fusion_policy module
        • mixle.inference.glm module
        • mixle.inference.gradient_fit module
        • mixle.inference.heterogeneous_executor module
        • mixle.inference.jit module
        • mixle.inference.model_comparison module
        • mixle.inference.mpi_executor module
        • mixle.inference.multiple_testing 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.reproduce module
        • mixle.inference.resampling module
        • mixle.inference.robust 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.survival module
        • mixle.inference.synthesize module
        • mixle.inference.target module
        • mixle.inference.uncertainty module
        • mixle.inference.uq module
      • mixle.models package
        • 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.gaussian_process module
        • mixle.models.grammar module
        • mixle.models.knowledge_graph module
        • mixle.models.language_model module
        • mixle.models.mixture_density 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.random_forest module
        • mixle.models.random_graph module
        • mixle.models.softmax_leaf module
        • mixle.models.sparse_gaussian_process module
        • mixle.models.streaming_transformer_leaf module
        • mixle.models.train_search module
        • mixle.models.transformer module
      • mixle.ppl package
        • 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.statespace module
        • mixle.ppl.summarize module
        • mixle.ppl.survival module
        • mixle.ppl.vmp module
      • mixle.pool package
        • mixle.pool.core module
      • mixle.reason package
        • mixle.reason.core module
        • mixle.reason.design module
        • mixle.reason.discrete module
        • mixle.reason.embedding module
        • mixle.reason.encoder module
        • mixle.reason.graph_llm module
        • mixle.reason.llm module
        • mixle.reason.model module
        • mixle.reason.ontology module
        • mixle.reason.store 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.censored module
          • mixle.stats.combinator.composite module
          • mixle.stats.combinator.conditional 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.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.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.chained_attention module
          • mixle.stats.latent.dirac_length 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.categorical_multinomial module
          • mixle.stats.multivariate.composition module
          • mixle.stats.multivariate.diagonal_gaussian module
          • mixle.stats.multivariate.dirichlet_multinomial module
          • mixle.stats.multivariate.gaussian_copula module
          • mixle.stats.multivariate.integer_multinomial module
          • mixle.stats.multivariate.multivariate_gaussian module
          • mixle.stats.multivariate.multivariate_student_t 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.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.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.act module
        • mixle.substrate.answer module
        • mixle.substrate.context module
        • mixle.substrate.core 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.active module
        • mixle.task.artifact module
        • mixle.task.calibrate module
        • mixle.task.cascade module
        • mixle.task.constrained module
        • mixle.task.density module
        • mixle.task.design module
        • mixle.task.distill module
        • mixle.task.distill_methods module
        • mixle.task.economics module
        • mixle.task.edge module
        • mixle.task.extract module
        • mixle.task.generative_text module
        • mixle.task.harness module
        • mixle.task.llm module
        • mixle.task.model module
        • mixle.task.multilabel module
        • mixle.task.plan module
        • mixle.task.quantize module
        • mixle.task.recommend module
        • mixle.task.regress 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.toolcall module
        • mixle.task.traces module
        • mixle.task.tune 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.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.gumbel 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.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.embed module
          • mixle.utils.hvis.neighbors module
          • mixle.utils.hvis.tsne module
        • mixle.utils.parallel package
          • mixle.utils.parallel.balance module
          • mixle.utils.parallel.dcp_checkpoint 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.torch_neural module
          • mixle.utils.parallel.torchrun 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.lifecycle module
      • mixle.ops module
      • mixle.process module
      • mixle.program module
      • mixle.relations module
      • mixle.scientist module

Architecture Notes

  • Architecture Notes
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mixle.stats.sets package¶

mixle.stats.sets – sets distribution modules (see mixle.stats for the 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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