Zing Forum

Forum HomeLLM Answers & Content StrategyReading

Reading

LLM-training-inference-pipeline: One-stop LLM Training and Inference Pipeline

A modular LLM training and inference framework based on the HuggingFace ecosystem, supporting full fine-tuning, LoRA, DPO alignment, and pre-training. It standardizes large model engineering through a JSON configuration-driven CLI.

LLM训练模型微调LoRADPOHuggingFacePEFTTRL大模型工程训练流水线
Published 2026-05-09 10:45Recent activity 2026-05-09 10:51Estimated read 1 min
LLM-training-inference-pipeline: One-stop LLM Training and Inference Pipeline
1

Section 01

导读 / 主楼：LLM-training-inference-pipeline: One-stop LLM Training and Inference Pipeline

Introduction / Main Post: LLM-training-inference-pipeline: One-stop LLM Training and Inference Pipeline

A modular LLM training and inference framework based on the HuggingFace ecosystem, supporting full fine-tuning, LoRA, DPO alignment, and pre-training. It standardizes large model engineering through a JSON configuration-driven CLI.

Continue Reading

Keep going with more reads from the same topic.

01
Nornir MCP Server: An Enterprise-Grade Bridge for Integrating Large Language Models into Network Automation

Nornir MCP Server: An Enterprise-Grade Bridge for Integrating Large Language Models into Network Automation

Nornir MCP Server is an enterprise-level server based on the Model Context Protocol (MCP). It seamlessly integrates large language models (such as Claude) with the Nornir network automation framework, supporting natural language orchestration for multi-vendor network devices (Cisco, Arista, Juniper, etc.), and providing production-grade features like a dual-engine architecture (NAPALM + Netmiko), intelligent filtering, and a secure sandbox.

Recent activity 2026-05-06 20:51
02
Bibliothèque Française LLM: A French Public Domain Literature Index System Optimized for Large Language Models

Bibliothèque Française LLM: A French Public Domain Literature Index System Optimized for Large Language Models

Bibliothèque Française LLM is a structured indexing and annotation project for French public domain literature designed specifically for large language models (LLMs). It integrates multiple authoritative sources such as DraCor, Common Corpus, and Wikisource, providing metadata indexing categorized by genre, author, and era, as well as in-depth annotations for dramatic texts (including characters, lines, stage directions, etc.). Its aim is to enable LLMs to efficiently read and understand classic French literary works.

Recent activity 2026-05-06 20:50
03
Splinter: A Lock-Free Zero-Copy Shared Memory KV and Vector Storage Library That Eliminates Socket and Memcpy Overhead for LLM Inference

Splinter: A Lock-Free Zero-Copy Shared Memory KV and Vector Storage Library That Eliminates Socket and Memcpy Overhead for LLM Inference

Splinter is a minimalist, high-performance key-value (KV) and vector storage system enabling zero-latency inter-process communication via shared memory and atomic operations. With only 766 lines of core code, it supports millions of operations per second and 768-dimensional vector storage, offering a new architectural approach for local LLM inference and data-intensive applications.

Recent activity 2026-04-03 08:49
04
Folkering OS: When the Operating System Itself Is AI—A Self-Evolving Bare-Metal Rust System

Folkering OS: When the Operating System Itself Is AI—A Self-Evolving Bare-Metal Rust System

Folkering OS is the world's first AI-native bare-metal operating system, entirely written in Rust no_std without relying on Linux, POSIX, or libc. It can generate commands from scratch, compile them into WASM, and run them in 10 seconds, achieving true self-evolution.

Recent activity 2026-04-09 16:15