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Python toolkit for corpus generation, utility functions, and Nacos config center

Project description

sololib

一个 Python 工具包(v0.3.7),提供 语料生成通用工具集Nacos 配置中心 三大功能模块。

安装

pip install sololib
# 或
uv add sololib

# 可选依赖(图像处理)
pip install sololib[image]
# 可选依赖(Windows 窗口管理)
pip install sololib[win32]

快速开始

1. 语料生成 (sololib.corpus)

基于 30 个变量池(每池 30 值)和 500+ 中英文问题模板,随机生成对话数据。

from sololib import get_random_conversation

# 生成单轮对话
q, topic = get_random_conversation()
print(f"[{topic}] {q}")

# 批量生成
conversations = get_random_conversation(n=10)

# 批量生成随机问题
from sololib import generate_questions
questions = generate_questions(n=5)

# 生成单个问题
from sololib import generate_single_question
single = generate_single_question()

# 查看语料统计
from sololib import get_corpus_stats
stats = get_corpus_stats()

# 估算模板组合数
from sololib import estimate_combinations
total = estimate_combinations()

概率模型:

  • 中文概率:10%,追问概率:50%,三轮追问条件概率:40%
  • 自动中英文分离(通过 Unicode 范围检测)

2. 通用工具集 (sololib.utils)

# ---- 异步命令执行 ----
from sololib.utils import run_command
import asyncio

result = await run_command("ls -la", timeout=30)
# {"stdout": "...", "stderr": "...", "returncode": 0}

# ---- 重试装饰器(同步/异步自适应)----
from sololib.utils import retry

@retry(max_retries=3, delay=3.0)
def flaky_function():
    ...

@retry(max_retries=5, delay=1.0)
async def async_flaky_function():
    ...

# ---- 递归字典合并 ----
from sololib.utils import merge_dicts
merged = merge_dicts({"a": {"x": 1}}, {"a": {"y": 2}})
# {"a": {"x": 1, "y": 2}}

# ---- 异步 HTTP POST ----
from sololib.utils import post_data
result = await post_data("https://api.example.com/data", {"key": "value"})

# ---- Pydantic 统一响应模型 ----
from sololib.utils import success, error, result, result_page, ResponseModel

resp = success()          # ResponseModel(code=200, message="success")
resp = result({"id": 1})  # ResponseModel(code=200, message="success", data={"id": 1})
resp = error(400, "Bad request")
resp = result_page([{"id": 1}], total=100)

# ---- PyPI 版本检查 ----
from sololib.utils import check_package_update, update_package, get_current_version

needs_update = check_package_update("sololib", "0.3.5")
update_package("sololib", "0.3.5")

# ---- YAML 配置加载 ----
from sololib.utils import load_config
from dataclasses import dataclass

@dataclass
class AppConfig:
    host: str
    port: int

config = load_config("app.yaml", AppConfig)

# ---- 日志(可选依赖 loguru)----
from sololib.utils import setup_logger, get_logger, logger

setup_logger(log_dir="logs", level="INFO")
my_logger = get_logger(__name__)
logger.info("Hello, world!")

3. Nacos 配置中心 (sololib.configs)

基于 nacos-sdk-python v3 全异步 gRPC API,对外暴露同步接口,支持配置热更新。

from sololib.configs import NacosConfig, NacosStore

# 初始化配置(连接 Nacos 并自动拉取所有配置)
nacos_config = NacosConfig(
    server_addresses="127.0.0.1:9848",
    namespace="public",
    username="nacos",
    password="nacos",
    configs=[
        NacosConfig.ConfigItem(data_id="app.yaml", group="DEFAULT_GROUP"),
        NacosConfig.ConfigItem(data_id="db.yaml", group="DEFAULT_GROUP"),
    ],
)

store = NacosStore(nacos_config, is_watcher=True)

# 获取合并后的完整配置
config = store.get_config()

# 手动刷新
store.refresh_config()

# 关闭连接
store.close()

版本要求

  • Python >= 3.11

License

MIT

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