Module export 

SONA Export Module - HuggingFace Integration

Export learned patterns, LoRA weights, and trajectories to HuggingFace-compatible formats for pretraining, fine-tuning, and knowledge distillation.

Supported Export Formats

• SafeTensors: LoRA adapter weights in PEFT-compatible format
• JSONL Dataset: ReasoningBank patterns as HuggingFace datasets
• Preference Pairs: Quality trajectories for DPO/RLHF training
• Distillation Targets: Routing decisions for knowledge distillation

Example

use ruvector_sona::export::{HuggingFaceExporter, ExportConfig};

let exporter = HuggingFaceExporter::new(&engine);

// Export LoRA weights
exporter.export_lora_safetensors("./lora_weights")?;

// Export patterns as dataset
exporter.export_patterns_jsonl("./patterns.jsonl")?;

// Export preference pairs for RLHF
exporter.export_preference_pairs("./preferences.jsonl")?;

Re-exports

pub use safetensors::SafeTensorsExporter;

pub use dataset::DatasetExporter;

pub use huggingface_hub::HuggingFaceHub;

pub use pretrain::PretrainConfig;

pub use pretrain::PretrainPipeline;

Modules

dataset

Dataset Export - HuggingFace-compatible dataset formats

huggingface_hub

HuggingFace Hub Integration

pretrain

Pretraining Pipeline - SONA-optimized model pretraining configuration

safetensors

SafeTensors Export - PEFT-compatible LoRA weight serialization

Structs

AdapterConfig

PEFT-compatible adapter configuration

ExportConfig

Export configuration

ExportResult

Export result

HuggingFaceExporter

Main HuggingFace exporter

Enums

ExportError

Export errors

ExportType

Export type enum