nlp-project-setup SKILL.md skillA
nlp-project-setup from cxcscmu/skilllearnbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add cxcscmu/skilllearnbench/nlp-project-setup@git:20260424.d50cf5aPins git:20260424.d50cf5a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- cxcscmu/skilllearnbench
- Path
skills/b1-one-shot-claude-haiku-4-5/nlp-paper-reproduction/nlp-project-setup/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260424.d50cf5a, committed Apr 24, 2026
- Size
- 2,712 bytes
- Repository stars
- 91
- License
- MIT
Set up Python environment for NLP and preference optimization projects.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# NLP Project Environment Setup ## Environment Requirements for SimPO ### Core Dependencies - **PyTorch**: Deep learning framework (torch, torchvision, torchaudio) - **Transformers**: Hugging Face library for LLMs - **NumPy**: Numerical computing - **SciPy**: Scientific computing utilities - **tqdm**: Progress bars for training loops ### Optional but Recommended - **wandb**: Experiment tracking - **accelerate**: Distributed training - **bitsandbytes**: 8-bit optimization - **Flash-Attn**: Efficient attention ## Installation Steps ### 1. Check Python Version ```bash python --version # Should be 3.8+ python -VV # Detailed version info ``` ### 2. Create Virtual Environment (Optional) ```bash python -m venv venv source venv/bin/activate # On Windows: venv\Scripts\activate ``` ### 3. Install Core Dependencies ```bash # PyTorch (CUDA 12.1 example) pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121 # Transformers pip install transformers # Other essentials pip install numpy scipy tqdm ``` ### 4. Verify Installation ```bash python -c "import torch; print(torch.__version__)" …
Read the whole file at its exact version.
How to install
mdr add cxcscmu/skilllearnbench/nlp-project-setup@sha256:2f3bd0a35da46cb1The line at the top of this page pins the label git:20260424.d50cf5a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_qz7hltdyv3cabvpm)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Apr 24, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2712 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
cxcscmu/skilllearnbench · 91 stars · license MIT · pushed 2026-10-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qz7hltdyv3cabvpm GET https://markdownregistry.com/api/v1/resolve?ref=cxcscmu/skilllearnbench/nlp-project-setup GET https://markdownregistry.com/api/v1/blob/2f3bd0a35da46cb1ca3bf5cfa85069251bd138aa5b712e04c8d4f9383ba7fcb8
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.