dspy-bootstrap-finetune

Name: dspy-bootstrap-finetune
Rating: 5 (6 reviews)
Author: lebsral

Use when you need maximum quality from a smaller/cheaper model — generates training data from a teacher model and fine-tunes a student model weights. Common scenarios - distilling GPT-4 quality into a cheaper model, generating training data from a strong teacher to fine-tune a weak student, reducing inference costs by replacing an expensive model with a fine-tuned small one, or building a producti

6stars

Updated 13 days ago

View on GitHub ↗

How to add

/plugin marketplace add lebsral/DSPy-Programming-not-prompting-LMs-skills

The exact command may vary by repository. Check the README on GitHub.

For the skill author

Drop this on your repo README

Shows your skill is listed on Skillteca, generates a backlink and trackable traffic.

[![Listada na Skillteca](https://www.skillteca.com.br/api/badge/dspy-bootstrap-finetune/svg)](https://www.skillteca.com.br/skills/dspy-bootstrap-finetune?utm_source=badge&utm_medium=readme&utm_campaign=badge)

#ai

Related skills

See all in Desenvolvimento →

claude-api

143.8k

Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements). TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`; user asks for the Claude API, Anthropic SDK, or Managed Agents; user adds/modifies/tunes a C

Desenvolvimento#ai#apiby anthropics

skill-creator

143.8k

Create new skills, modify and improve existing ones, and measure their performance. Use this skill for developing, editing, optimizing, testing, and benchmarking skills, as well as refining their descriptions for better triggering.

Desenvolvimento#testby anthropics

oh-my-issues

79.7k

This skill clusters GitHub issue backlogs by root cause into plan-master issues, redirects related children, and bundles architectural-fix PRs to close clusters atomically. It's ideal for triaging and consolidating numerous issues sharing underlying defects, or for building a plan series or roadmap.

Desenvolvimento#github#gitby thedotmack

claude-mem

79.7k

Captures agent actions across sessions, compresses them with AI, and injects relevant context into future interactions. Compatible with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode, and more.

Desenvolvimento#aiby thedotmack

Category alert

Get new Desenvolvimento skills every Monday

One short email with only the new Desenvolvimento skills. 4 minutes of reading, no spam, unsubscribe with one click.

You confirm your email on the first send. No spam. Unsubscribe with one click.

Fine-Tune LM Weights with dspy.BootstrapFinetune

Guide the user through using DSPy's BootstrapFinetune optimizer to automatically generate training data from successful reasoning traces and fine-tune a language model's weights. This is the heaviest optimization DSPy offers -- it changes the model itself, not just the prompt.

What is BootstrapFinetune

dspy.BootstrapFinetune is an optimizer that tunes LM weights rather than prompts. It works in two phases: