AI代码助手:让编程效率提升10倍
基于大模型API的代码助手能够理解代码上下文、生成高质量代码、发现潜在问题, 成为开发者的得力助手。
核心功能实现
class CodeAssistant:
def __init__(self, llm_api):
self.llm = llm_api
self.language_parsers = {
'python': PythonParser(),
'javascript': JSParser(),
'java': JavaParser()
}
def generate_code(self, description, language='python'):
prompt = f"""
Generate {language} code for:
{description}
Requirements:
- Clean and readable code
- Include error handling
- Add comments
"""
code = self.llm.generate(prompt, temperature=0.3)
return self.format_code(code, language)
def review_code(self, code):
issues = []
# 安全性检查
security_issues = self.check_security(code)
issues.extend(security_issues)
# 性能分析
performance_issues = self.analyze_performance(code)
issues.extend(performance_issues)
# 代码质量
quality_issues = self.check_quality(code)
issues.extend(quality_issues)
return issues
def fix_bug(self, code, error_message):
prompt = f"""
Fix this code:
{code}
Error: {error_message}
Provide corrected code:
"""
fixed_code = self.llm.generate(prompt)
return fixed_code支持的编程语言
🐍
Python
☕
Java
📜
JavaScript
⚛️
TypeScript
实际应用效果
60%
开发时间缩短
45%
Bug减少
80%
代码质量提升