dantinox — Top-Level API

The top-level dantinox package exposes a three-level API. Import dantinox as dx to access all public symbols.

Low-code functional API

These functions are the Level-1 entry points — no class instantiation required.

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Re-exported symbols

The following symbols are importable directly from dantinox:

Configs

  • ModelConfig — model architecture configuration

  • TrainingConfig — training hyperparameters

  • Config — legacy unified config (backward-compat)

ELFConfig (flow-matching architecture config, aliased to FlowMatchingConfig) is not re-exported at the top level — import it from the submodule instead: from dantinox.core.config import FlowMatchingConfig (or the deprecated alias ELFConfig from the same module).

Paradigms

  • Paradigm — unified paradigm dispatcher (selects AR/discrete/continuous/embedder from ModelConfig.paradigm)

  • ARParadigm — autoregressive

  • DiscreteParadigm — masked diffusion (LLaDA formulation)

  • ContinuousParadigm — continuous flow-matching

  • EmbedderParadigm — contrastive text-embedding paradigm

DiscreteConfig (masked-diffusion hyperparameters) is not re-exported at the top level — import it directly: from dantinox.paradigms.diffusion.discrete import DiscreteConfig.

Training

  • Trainer — paradigm-agnostic training harness

  • build_optimizer — optimizer factory

  • build_schedule — LR schedule factory

Profiling

  • count_flops — analytical FLOPs estimator

  • FLOPsBreakdown — per-component FLOPs result

  • LatencyTracker — wall-clock latency measurement

  • ProfilingResult — aggregated latency statistics

  • profile_fn — functional latency wrapper

Benchmarking

  • BenchmarkSuite — task orchestrator

  • BenchmarkTask — plugin base class

  • BenchmarkConfig — suite configuration

  • BenchmarkResult — per-task result

  • SuiteReport — aggregated report

  • ThroughputTask, LatencyTask, PerplexityTask — built-in tasks

Visualization

  • Visualizer — chart registry and renderer

  • Chart — chart ABC

  • RenderConfig — rendering options

  • TrainingCurveChart, ThroughputChart, ThroughputBatchChart — built-in charts

  • LatencyChart, RadarChart, ParetoChart — built-in charts