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Dl Transformer Finetune

作者 Muhammad Mazhar Saeed · GitHub ↗ · v0.1.0
cross-platform ⚠ suspicious
498
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0
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1
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1
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在 OpenClaw 中安装
/install dl-transformer-finetune
功能描述
Build transformer fine-tuning run plans with task settings, hyperparameters, and model-card outputs. Use for repeatable Hugging Face or PyTorch finetuning wo...
使用说明 (SKILL.md)

DL Transformer Finetune

Overview

Generate reproducible fine-tuning run plans for transformer models and downstream tasks.

Workflow

  1. Define base model, task type, and dataset.
  2. Set training hyperparameters and evaluation cadence.
  3. Produce run plan plus model card skeleton.
  4. Export configuration-ready artifacts for training pipelines.

Use Bundled Resources

  • Run scripts/build_finetune_plan.py for deterministic plan output.
  • Read references/finetune-guide.md for hyperparameter baseline guidance.

Guardrails

  • Keep run plans reproducible with explicit seeds and output directories.
  • Include evaluation and rollback criteria.
安全使用建议
This skill appears to do what it says: generate finetuning run plans. Before installing or running it, consider: (1) review the bundled script yourself — it writes files to whatever output path you provide and can overwrite existing files, so avoid privileged/system paths; (2) prefer running with --dry-run first to inspect output without side effects; (3) do not pass secrets or credentials in the optional input JSON; (4) validate any datasets or metrics referenced (license/risk notes are included but not enforced); (5) because the platform allows autonomous invocation, restrict when/where the agent can run this skill if you want to avoid unexpected file writes. Overall the package is coherent and self-contained.
功能分析
Type: OpenClaw Skill Name: dl-transformer-finetune Version: 0.1.0 The `scripts/build_finetune_plan.py` script takes user-controlled file paths for `--input` and `--output` arguments. This creates a vulnerability for potential arbitrary file read (limited to JSON-parsable files) and arbitrary file write on the local filesystem. While the script's intended purpose is benign (generating fine-tuning plans), this capability could be exploited by a malicious actor manipulating the agent's arguments to access or modify sensitive files. There is no evidence of intentional malicious behavior like data exfiltration or remote code execution within the script or prompt injection attempts in `SKILL.md`.
能力评估
Purpose & Capability
The name/description match the included artifacts: SKILL.md, a finetune guidance doc, and a Python script that builds run plans and model-card skeletons. No unrelated binaries, env vars, or services are requested.
Instruction Scope
SKILL.md instructs the agent to run the bundled scripts and consult the reference guide; the script only reads an optional JSON input and writes an output file (json/md/csv). This stays within the stated purpose, but note the script will create/overwrite files at the provided output path and can load a user-specified input file (size-limited).
Install Mechanism
No install spec; this is instruction-only with a small included script. Nothing is downloaded or extracted from external URLs.
Credentials
No environment variables, credentials, or config paths are requested. The script does not access other system credentials or external services.
Persistence & Privilege
always:false and no modifications to other skills or system-wide settings. The skill can be invoked autonomously per platform defaults, but it does not request elevated or persistent privileges.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install dl-transformer-finetune
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /dl-transformer-finetune 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v0.1.0
- Initial release of dl-transformer-finetune. - Generate reproducible fine-tuning run plans for transformer models. - Configure task settings, training hyperparameters, and evaluation cadence. - Output ready-to-use plans and model card templates for Hugging Face or PyTorch workflows. - Includes scripts and baseline guides to streamline fine-tuning setup and reproducibility.
元数据
Slug dl-transformer-finetune
版本 0.1.0
许可证
累计安装 2
当前安装数 1
历史版本数 1
常见问题

Dl Transformer Finetune 是什么?

Build transformer fine-tuning run plans with task settings, hyperparameters, and model-card outputs. Use for repeatable Hugging Face or PyTorch finetuning wo... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 498 次。

如何安装 Dl Transformer Finetune?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install dl-transformer-finetune」即可一键安装,无需额外配置。

Dl Transformer Finetune 是免费的吗?

是的,Dl Transformer Finetune 完全免费(开源免费),可自由下载、安装和使用。

Dl Transformer Finetune 支持哪些平台?

Dl Transformer Finetune 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 Dl Transformer Finetune?

由 Muhammad Mazhar Saeed(@0x-professor)开发并维护,当前版本 v0.1.0。

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