菜单
Sub-skill of technology-stack-modernization: 1. Dependency Version Assessment (+6).
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Write outbound email and external messages in Vamsee Achanta's voice — a subtle offer to help, never bold or rash claims. Load before drafting ANY email, LinkedIn/Collide reply, proposal note, or outreach sent under his name.
Save/publish analysis or computation results from ANY ecosystem repo to Hugging Face as a queryable, viewer-renderable dataset. Use when the user wants to "save results to hugging face", "publish dataset to HF", "hugging face data saving", "save analysis results", "hf dataset", "make results queryable", or "render via datasets-server API". Reshapes nested results into flat parquet tables, writes a dataset card with a viewer `configs:` block and provenance, applies license/public-vs-private routing, enforces a domain data-quality gate (faithful-to-source != correct), publishes to `aceengineer/<repo>-<projection>`, and verifies via the datasets-server API.
Clone, create, fork, configure, and manage GitHub repositories. Manage remotes, secrets, releases, and workflows. Works with gh CLI or falls back to git + GitHub REST API via curl.
正在显示 SKILL.md
基于 SOC 职业分类
| name | technology-stack-modernization-1-dependency-version-assessment |
| description | Sub-skill of technology-stack-modernization: 1. Dependency Version Assessment (+6). |
| version | 1.0.0 |
| category | business |
| type | reference |
| scripts_exempt | true |
Process:
Version Update Checklist:
## Current Dependencies Review
| Package | Current | Latest | Breaking Changes? | Action |
|---------|---------|--------|-------------------|--------|
| pandas | 1.5.3 | 2.2.0 | Yes - deprecated methods | Update + refactor |
| numpy | 1.24.0 | 1.26.0 | No | Safe update |
| plotly | 5.14.0 | 5.18.0 | No | Safe update |
| click | 8.1.0 | 8.1.7 | No | Safe update |
## Update Strategy
1. **Safe updates** (no breaking changes): Batch update
2. **Breaking changes**: Update one at a time with testing
3. **Major versions**: Review migration guides first
4. **Test after each update**: Run full test suite
Common Replacements:
Conda → UV (Package Manager)
# Before (Conda)
conda create -n myenv python=3.11
conda activate myenv
conda install pandas numpy plotly
# After (UV) - workspace-hub standard
*See sub-skills for full details.*
## 3. Modern Python Features Adoption
**Python 3.11+ Features:**
**Type Hints and Generics**
```python
# Before (Python 3.9)
from typing import List, Dict, Optional
def process_data(items: List[str]) -> Dict[str, int]:
result: Dict[str, int] = {}
for item in items:
*See sub-skills for full details.*
## 4. pyproject.toml Modernization
**Complete Modern Configuration:**
```toml
[project]
name = "project-name"
version = "1.0.0"
description = "Project description"
requires-python = ">=3.11"
dependencies = [
# Data Processing (current versions)
"pandas>=2.0.0",
*See sub-skills for full details.*
## 5. Development Tools Update
**Pre-commit Hooks Configuration:**
```yaml
# .pre-commit-config.yaml
repos:
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.1.0
hooks:
- id: ruff
args: [--fix, --exit-non-zero-on-fix]
- id: ruff-format
*See sub-skills for full details.*