@polyweave/training (1.0.2)

Published 2026-07-11 00:49:53 +00:00 by Dvorak

Set up this registry in your project .npmrc file:

@polyweave:registry=https://hub.kl1.tenere.ai/api/packages/Polyweave/npm/

To install the package using npm, run the following command:

npm install @polyweave/training@1.0.2

or add it to the package.json file:

"@polyweave/training": "1.0.2"

For more information on the npm registry, see the documentation.

@polyweave/training

Training and continual learning loops for Polyweave. Provides SIEVE (Self-Improving Example Validation Engine) for example filtering/quality enhancement, SDPO (Self-Directed Preference Optimization) for preference-based training rollouts, and dataset utilities for training data management.

Synopsis

import { createSieveTransform, createSdpoRolloutTransform } from '@polyweave/training';

const sieve = createSieveTransform({ model: myLLM });
inputDuplex.source.pipe(sieve).pipe(outputSink);

Install

npm install @polyweave/training

API

`createSieveTransform(config)`

Creates a frame transform implementing the SIEVE algorithm. Filters and improves training examples through iterative LLM evaluation. Validates, corrects, and enriches examples to improve training data quality.

`createSdpoRolloutTransform(config)`

Creates a frame transform implementing SDPO. Generates multiple rollouts per training example, collects feedback/scoring, and produces preference pairs for optimization. Supports configurable rollout count and custom generators.

Datasets

Utilities for creating, merging, splitting, and validating training datasets. Supports multi-source dataset assembly with normalization and deduplication.

Tests

npm test

Requirements

Node.js >= 18.0.0
@polyweave/core (peer)
@polyweave/state (peer)

License

MIT

Development Dependencies

ID	Version
@rigor/core	*

Peer Dependencies

ID	Version
@polyweave/core	*
@polyweave/state	*

polyweave training sieve sdpo continual

Details

npm

2026-07-11 00:49:53 +00:00

John Dvorak

SEE LICENSE IN LICENSE

latest

8.3 KiB

Assets (1)

training-1.0.2.tgz 8.3 KiB

Versions (2) View all

1.0.2

2026-07-11

1.0.1

2026-07-10