common-skills

name	common-skills
description	Best practices for the Common utilities package in LlamaFarm. Covers HuggingFace Hub integration, GGUF model management, and shared utilities.
allowed-tools	Read, Grep, Glob
user-invocable	false

Common Skills for LlamaFarm

Best practices and code review checklists for the common/ package - shared Python utilities used across all LlamaFarm services.

Component Overview

Attribute	Value
Path	common/
Package	llamafarm-common
Python	3.10+
Key Dependencies	huggingface_hub, hf-transfer

Purpose

The common/ package provides shared functionality that needs to be consistent across multiple Python services:

• Model file utilities (GGUF selection, quantization parsing)
• HuggingFace Hub integration (listing, downloading)
• Process management (PID files)

Shared Python Skills

This skill inherits all patterns from the shared Python skills:

Topic	File	Relevance
Patterns	../python-skills/patterns.md	Dataclasses, type hints, comprehensions
Typing	../python-skills/typing.md	Type annotations, modern syntax
Testing	../python-skills/testing.md	Pytest fixtures, mocking HuggingFace APIs
Errors	../python-skills/error-handling.md	Custom exceptions, logging
Security	../python-skills/security.md	Path validation, safe file handling

Framework-Specific Checklists

Topic	File	Key Points
HuggingFace	huggingface.md	Hub API, model download, caching, authentication

Module Structure

common/
├── pyproject.toml           # UV-managed dependencies
├── llamafarm_common/
│   ├── __init__.py          # Public API exports
│   ├── model_utils.py       # GGUF file utilities
│   └── pidfile.py           # PID file management
└── tests/
    └── test_model_utils.py  # Unit tests with mocking

Public API

Model Utilities

from llamafarm_common import (
    # Parse model:quantization syntax
    parse_model_with_quantization,
    # Extract quantization from filename
    parse_quantization_from_filename,
    # Select best GGUF file from list
    select_gguf_file,
    select_gguf_file_with_logging,
    # List GGUF files in HF repo
    list_gguf_files,
    # Download and get path to GGUF file
    get_gguf_file_path,
    # Default quantization preference order
    GGUF_QUANTIZATION_PREFERENCE_ORDER,
)

PID File Management

from llamafarm_common.pidfile import write_pid, get_pid_file

Review Checklist Summary

When reviewing code in common/:

1. HuggingFace Integration (High priority)

   • Proper error handling for network failures
   • Authentication token passed correctly
   • High-speed transfer enabled appropriately

2. Model Selection (Medium priority)

   • Quantization preference order maintained
   • Case-insensitive matching
   • Graceful fallback when preferred not available

3. Testing (High priority)

   • HuggingFace API calls mocked
   • Network isolation in tests
   • Edge cases covered (empty lists, missing files)

4. Security (Medium priority)

   • No token exposure in logs
   • Safe file path handling
   • Environment variable protection

See huggingface.md for detailed HuggingFace-specific checklists.