Crate batuta 

batuta has moved to aprender-orchestrate.

This crate re-exports aprender-orchestrate for backward compatibility. New code should depend on aprender-orchestrate directly.

Modules

agent

Autonomous Agent Runtime (perceive-reason-act loop).

analyzer

ansi_colors

ANSI Color Support

audit

Pipeline Audit Trail Integration

backend

bug_hunter

Proactive Bug Hunting Module

comply

Stack Compliance Engine - Cross-project consistency enforcement

config

content

Content Creation Tooling Module

data

Data Platforms Integration

experiment

Experiment Tracking Integration Module

falsification

Popperian Falsification Checklist Implementation

hf

HuggingFace Hub Integration

mcp

MCP (Model Context Protocol) Server Module

numpy_converter

NumPy to Trueno conversion module (BATUTA-008)

oracle

Oracle Mode - Intelligent query interface for the Sovereign AI Stack

parf

PARF (Pattern and Reference Finder) module (BATUTA-012)

pipeline

5-phase transpilation pipeline with Jidoka stop-on-error validation.

pipeline_analysis

Pipeline Library Analysis

playbook

Batuta Playbook — deterministic pipeline orchestration

plugin

pytorch_converter

PyTorch to Realizar conversion module (BATUTA-010)

recipes

Orchestration Recipes Module

report

serve

Model Serving Ecosystem

sklearn_converter

sklearn to Aprender conversion module (BATUTA-009)

stack

PAIML Stack Dependency Orchestration

timing

Centralized timing utilities.

tools

tui

TUI (Terminal User Interface) Module

types

viz

Data Visualization Frameworks Integration

Structs

AnalysisStage

Analysis stage - detects languages and dependencies

Anomaly

Detected anomaly in the stack

AprenderAlgorithm

Aprender equivalent algorithm

ArtifactSignature

Cryptographic signature for artifacts

BackendSelector

Cost model for backend selection Based on spec section 2.2 lines 191-204

BuildStage

Build stage - compiles to final binary

Capability

A capability provided by a component

ChainVerification

Result of hash chain verification.

ChatMessage

A chat message with role and content

ChatTemplateEngine

Chat template engine for formatting prompts

CheckItem

A single checklist item result.

ChecklistResult

Complete checklist evaluation result.

CiCdBenchmarkRecipe

CI/CD integration recipe for cost-performance benchmarking

CircuitBreakerConfig

Cost circuit breaker configuration

CitationMetadata

Citation metadata for BibTeX/CFF generation

ComplyConfig

Main compliance configuration

ComplyReport

Stack compliance report

ComponentMetrics

Quality and performance metrics for a component

ComponentNode

A component in the stack knowledge graph

ComponentQuality

Quality assessment for a single component

ComponentRecommendation

Component recommendation with confidence

ComputeRecommendation

Compute recommendation

ContextManager

Context manager for handling token limits

ContextSnapshot

Snapshot of pipeline context for audit purposes.

ContextWindow

Known model context window sizes

CostCircuitBreaker

Cost circuit breaker

CostMetrics

Cost metrics for experiments

CostPerformanceBenchmark

Cost-performance benchmark with Pareto frontier analysis

CostPerformanceBenchmarkRecipe

Cost-performance benchmarking recipe

CostPerformancePoint

A point in the cost-performance space

DeadCode

Dead code analysis result

DistributionRecommendation

Distribution recommendation

EnergyMetrics

Energy consumption metrics

ErrorForecaster

Simple exponential smoothing for time series forecasting

Evidence

Evidence collected for a check.

ExperimentRun

Experiment run with full tracking metadata

ExperimentTrackingConfig

Experiment tracking recipe configuration

ExperimentTrackingRecipe

Experiment tracking recipe

FailoverConfig

Failover configuration

FailoverManager

Stateful failover manager

FileDependency

Dependency relationship between files

ForecastMetrics

Forecast error metrics

GraphMetrics

Computed graph-level metrics

HardwareSpec

Hardware specification for queries

HashChainEntry

Hash chain entry for tamper-evident audit trail.

HealthSummary

Summary of stack health for dashboard

HeroImageResult

Hero image detection result

InMemoryExperimentStorage

In-memory experiment storage for testing

IntegrationPattern

Integration pattern between components

IsolationForest

Isolation Forest for anomaly detection Implements a simplified version of the algorithm from Liu et al. (2008)

KnowledgeGraph

Knowledge graph containing all stack components and their relationships

MigrationReport

Migration report data

NumPyConverter

NumPy to Trueno converter

OfflineRegistryConfig

Offline model registry configuration

OptimizationStage

Optimization stage - applies performance optimizations using MoE routing

OracleQuery

Oracle query structure

OracleResponse

Complete Oracle response

Orcid

ORCID identifier (Open Researcher and Contributor ID)

ParfAnalyzer

PARF analyzer for cross-codebase analysis

PipelineAuditCollector

Collector for pipeline audit trails.

PipelinePath

Decision path representing a pipeline stage execution.

PipelineTrace

A single audit trace entry for pipeline execution.

PluginMetadata

Metadata describing a transpiler plugin

PluginRegistry

Plugin registry for managing transpiler plugins

PluginStage

Wrapper to integrate a plugin as a pipeline stage

PreRegistration

Pre-registration for reproducible research

ProjectAnalysis

Complete project analysis results

PyTorchConverter

PyTorch to Realizar converter

QualityChecker

Quality matrix checker for PAIML stack components

QualityIssue

A quality issue found during analysis

QualitySummary

Summary statistics for stack quality

QueryConstraints

Query constraints

QueryEngine

Query engine that processes queries and generates responses

QueryPreferences

Query preferences

RealizarOperation

Realizar equivalent operation

RecipeResult

Recipe execution result

Recommender

Oracle recommendation engine

ResearchArtifact

Research artifact with full academic metadata

ResearchArtifactRecipe

Academic research artifact recipe

ResearchContributor

Research contributor with ORCID and CRediT roles

RouterConfig

Spillover routing configuration

Score

Score with context

ServeBackendSelector

Backend selection configuration

SklearnConverter

sklearn to Aprender converter

SovereignArtifact

Artifact in a sovereign distribution

SovereignDeploymentConfig

Sovereign deployment recipe configuration

SovereignDeploymentRecipe

Sovereign deployment recipe

SovereignDistribution

Sovereign distribution manifest for air-gapped deployments

SpilloverRouter

Spillover router for hybrid cloud routing

StackComplyEngine

Stack Compliance Engine

StackComponent

A component in the Sovereign AI Stack

StackDiagnostics

Main diagnostics engine for stack analysis

StackQualityReport

Complete quality report for the stack

StageTimer

Timer for measuring stage execution duration.

StreamingContext

Cached streaming context for failover recovery

SymbolReference

A reference to a symbol in the codebase

TokenEstimator

Simple token estimator (approximation without full tokenizer)

TranspilationPipeline

Main transpilation pipeline

TranspilationStage

Transpilation stage - converts source to Rust

ValidationStage

Validation stage - verifies semantic equivalence

WorkflowState

Complete workflow state tracking

Enums

AndonStatus

Andon board status for the entire stack

AnomalyCategory

Categories of anomalies

AppleChip

Apple Silicon chip variants

ArtifactType

Types of distributable artifacts

Backend

Compute backend options

CapabilityCategory

Category of capability

CheckStatus

Result status for a checklist item.

CitationType

Citation type

CodePattern

Code pattern detected in the codebase

ComplyReportFormat

Report output format

ComputeDevice

Compute device abstraction for heterogeneous hardware

ComputeIntensity

Compute intensity levels

CpuArchitecture

CPU architecture variants

CreditRole

CRediT (Contributor Roles Taxonomy) roles

DataSize

Data size specification

DependencyKind

Type of dependency between files

EvidenceType

Type of evidence collected.

ExperimentError

Errors that can occur during experiment tracking operations

GpuVendor

GPU vendor identification

HealthStatus

Health status for components (Andon-style visual control)

ImageFormat

Supported image formats for hero images

Language

Programming language detected in the project

ModelParadigm

Model training paradigm classification

NumPyOp

NumPy operation types

OpComplexity

Operation complexity for MoE (Mixture-of-Experts) routing

OptimizationTarget

Optimization target for queries

OracleBackend

Compute backend selection

OracleOpComplexity

Operation complexity classification

PhaseStatus

Status of a workflow phase

PlatformEfficiency

Platform efficiency classification

PrivacyTier

Privacy tier for backend selection

ProblemDomain

Problem domain for classification

PyTorchOperation

PyTorch operation types (inference-focused)

QualityGrade

Quality grade levels based on score percentages

QualityStackLayer

Layer in the PAIML stack architecture

RejectReason

Reason for rejection

ReportFormat

Role

Chat message role

RoutingDecision

Routing decision result

RunStatus

Run status

ServingBackend

Supported serving backends

Severity

Severity level for checklist items.

SignatureAlgorithm

Supported signature algorithms

SklearnAlgorithm

sklearn algorithm types

StackLayer

Layer in the Sovereign AI Stack hierarchy

SymbolKind

Symbol kind for reference finding

TemplateFormat

Chat template format

TpsGrade

TPS-aligned assessment grade.

TpuVersion

TPU version variants

TruncationStrategy

Truncation strategy when context is exceeded

ValidationStrategy

Validation strategy for pipeline stages

WorkflowPhase

Workflow phase in the 5-phase Batuta pipeline

Traits

ExperimentStorage

Experiment storage backend trait

PipelineStage

Trait for pipeline stages

TranspilerPlugin

Core trait for transpiler plugins

Functions

evaluate_critical_only

Run only the critical architectural invariants.

evaluate_project

Run the complete falsification checklist against a project.

new_audit_collector

Create a new pipeline audit collector with a generated run ID.

record_failure

Record a failed stage execution.

record_success

Record a successful stage execution.

render_dashboard

Render diagnostics as ASCII dashboard