| title |
type |
status |
created |
tags |
semantic_relations |
| Tools Index |
index |
stable |
2024-02-07 |
| tools |
| development |
| research |
|
|
Tools Index
Development Tools
Core Tools
Build Tools
Package Management
Research Tools
Analysis Tools
Machine Learning
Visualization
Documentation Tools
Writing Tools
API Documentation
Diagram Tools
Testing Tools
Unit Testing
Integration Testing
Performance Testing
Development Workflows
Version Control
# Git workflow
git checkout -b feature/new-feature
git add .
git commit -m "Add new feature"
git push origin feature/new-feature
Documentation
# Generate documentation
pdoc --html --output-dir docs/ src/
sphinx-build -b html docs/source/ docs/build/
Testing
# Run tests
pytest tests/
tox
python -m unittest discover
Research Workflows
Data Analysis
# Basic data analysis
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
data = pd.read_csv('data.csv')
results = analyze_data(data)
plot_results(results)
Machine Learning
# Basic PyTorch workflow
import torch
import torch.nn as nn
model = create_model()
optimizer = torch.optim.Adam(model.parameters())
train_model(model, optimizer, data)
Visualization
# Basic plotting
import matplotlib.pyplot as plt
plt.figure(figsize=(10, 6))
plt.plot(x, y, label='Data')
plt.legend()
plt.show()
Tool Integration
IDE Integration
Framework Integration
System Integration
Tool Configuration
Development Setup
# VSCode settings
{
"python.linting.enabled": true,
"python.formatting.provider": "black",
"editor.formatOnSave": true
}
Testing Setup
# Tox configuration
[tox]
envlist = py38,py39,py310
isolated_build = True
[testenv]
deps = pytest
commands = pytest tests/
Documentation Setup
# Sphinx configuration
project = 'Project Name'
copyright = '2024'
author = 'Author Name'
extensions = [
'sphinx.ext.autodoc',
'sphinx.ext.napoleon'
]
Related Resources
Documentation
Knowledge Base
Learning Resources
