peft-fine-tuning

21.8k
davila7davila7

Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train less than 1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem.

Fine-TuningPEFTLoRA+6
193 days ago

better-auth

1.8k
openclawopenclaw

Self-hosted auth for TypeScript/Cloudflare Workers with social auth, 2FA, passkeys, organizations, RBAC, and 15+ plugins. Requires Drizzle ORM or Kysely for D1 (no direct adapter). Self-hosted alternative to Clerk/Auth.js. Use when: self-hosting auth on D1, building OAuth provider, multi-tenant SaaS, or troubleshooting D1 adapter errors, session caching, rate limits, Expo crashes, additionalFields bugs.

193 days ago

bio-read-qc-quality-reports

293
GPTomicsGPTomics

Generate and interpret quality reports from FASTQ files using FastQC and MultiQC. Assess per-base quality, adapter content, GC bias, duplication levels, and overrepresented sequences. Use when performing initial QC on raw sequencing data or validating preprocessing results.

193 days ago

bio-read-qc-contamination-screening

293
GPTomicsGPTomics

Detect sample contamination and cross-species reads using FastQ Screen. Screen reads against multiple reference genomes to identify bacterial, viral, adapter, or sample swap contamination. Use when suspecting cross-contamination or working with samples prone to microbial contamination.

193 days ago

better-auth

25
ovachieverovachiever

Build authentication systems for TypeScript/Cloudflare Workers with social auth, 2FA, passkeys, organizations, and RBAC. Self-hosted alternative to Clerk/Auth.js. IMPORTANT: Requires Drizzle ORM or Kysely for D1 — there is no direct D1 adapter. v1.4.0 (Nov 2025) adds stateless sessions, ESM-only (breaking change), JWT key rotation, and SCIM provisioning. v1.3 adds SSO/SAML and multi-team support. Use when: self-hosting authentication on Cloudflare D1, migrating from Clerk, implementing multi-tenant SaaS, or troubleshooting D1 adapter errors, session serialization, OAuth flows, TanStack Start cookie issues, or nanostore session invalidation.

193 days ago

lora

14
itsmostafaitsmostafa

Parameter-efficient fine-tuning with Low-Rank Adaptation (LoRA). Use when fine-tuning large language models with limited GPU memory, creating task-specific adapters, or when you need to train multiple specialized models from a single base.

193 days ago

better-auth

9
jackspacejackspace

Production-ready authentication framework for TypeScript with first-class Cloudflare D1 support. Use this skill when building auth systems as a self-hosted alternative to Clerk or Auth.js, particularly for Cloudflare Workers projects. Supports social providers (Google, GitHub, Microsoft, Apple), email/password, magic links, 2FA, passkeys, organizations, and RBAC. Prevents 10+ common authentication errors including session serialization issues, CORS misconfigurations, D1 adapter setup, social provider OAuth flows, and JWT token handling. Keywords: better-auth, authentication, cloudflare d1 auth, self-hosted auth, typescript auth, clerk alternative, auth.js alternative, social login, oauth providers, session management, jwt tokens, 2fa, two-factor, passkeys, webauthn, multi-tenant auth, organizations, teams, rbac, role-based access, google auth, github auth, microsoft auth, apple auth, magic links, email password, better-auth setup, session serialization error, cors auth, d1 adapter

193 days ago

adapter-assistant

6
refractionPOINTrefractionPOINT

Complete adapter lifecycle assistant for LimaCharlie. Supports External Adapters (cloud-managed), Cloud Sensors (SaaS/cloud integrations), and On-prem USP adapters. Dynamically researches adapter types from local docs and GitHub usp-adapters repo. Creates, validates, deploys, and troubleshoots adapter configurations. Handles parsing rules (Grok, regex), field mappings, credential setup, and multi-adapter configs. Use when setting up new data sources (Okta, S3, Azure Event Hub, syslog, webhook, etc.), troubleshooting ingestion issues, or managing adapter deployments.

193 days ago

sms-adapters

6
RytassRytass

Taiwan SMS integration. Use with Every8D ( / ) or other Taiwan SMS providers. Covers single SMS ( ), batch messaging ( ), multi-target messaging ( ), Taiwan mobile number validation ( ), delivery tracking ( ), and NestJS integration. Keywords: SMS, messaging, Every8D, , (Interactive Communications), mobile number, , batch send, , message delivery

179 days ago

laravel-multi-context-isolation-pattern

oloidevoloidev

Enforces strict data isolation for multi-tenant and hierarchical scopes using Hexagonal Architecture (Ports & Adapters), with support for a global super-admin and sub-scope membership (e.g., Company -> Practice).

193 days ago