vllm-glm46-glm47-optimization

Map GLM-4.6/4.7 optimization PRs to vLLM runtime files and tooling.

721|65|Updated Apr 1, 2026
One-click install
npx skills add https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS --skill vllm-glm46-glm47-optimization
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: vllm-glm46-glm47-optimization
Source: https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS/tree/main/skills/model-optimization/vllm/vllm-glm46-glm47-optimization
Command: npx skills add https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS --skill vllm-glm46-glm47-optimization

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

PR-backed optimization manual for GLM-4.6 / 4.7 in vLLM, providing a structured approach to auditing diffs, validating runtime impact, and maintaining documentation after GLM updates.

Core Features & Use Cases

  • PR-diff audit guide: map diffs to runtime surfaces (model_executor, tool_parsers) and identify integration risks.
  • Historical traceability: link to PR history and references to support reproducible improvement records.
  • Deployment readiness: inform debugging, testing, and documentation workflows for GLM-4.6/4.7 changes.

Quick Start

Review the GLM-4.6/4.7 optimization PRs and summarize their impacts on vLLM runtimes and tooling.

Frequently Asked Questions about vllm-glm46-glm47-optimization

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit GLM-4.6 optimization PRs in vLLM?

Auditing GLM-4.6 optimization PRs in vLLM involves mapping code diffs to runtime surfaces like model_executor and tool_parsers, identifying integration risks, and tracing PR history to validate MoE configuration impacts for deployment readiness.

What do GLM-4.7 changes affect in vLLM runtime and tooling?

GLM-4.7 changes affect vLLM runtime by modifying MoE configurations, parsers, and runtime surfaces. Mapping PR diffs to these files preserves traceability and informs debugging, testing, and documentation workflows during deployment.

How do I trace PR history to vLLM runtime files for GLM updates?

Trace PR history to vLLM runtime files for GLM updates by linking optimization PR references directly to modified model_executor and tool_parser surfaces, preserving an audit trail that supports reproducible improvement records and debugging.

Does this approach identify integration risks for MoE configurations in vLLM?

Yes, this approach identifies integration risks for MoE configurations in vLLM by applying a PR-diff audit guide that maps GLM model updates to runtime surfaces, validating impacts before deployment and preserving references for audit.

What is the best way to document vLLM deployment readiness after GLM updates?

The best way to document vLLM deployment readiness after GLM updates is to summarize optimization PR impacts on runtimes and tooling, linking PR history to runtime files to support debugging and maintain reproducible improvement records.

Why do GLM optimization PRs require a diff audit in vLLM?

GLM optimization PRs require a diff audit in vLLM to ensure traceability and validate runtime impact, mapping code changes to specific MoE configurations and parsers to prevent integration failures during deployment.