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vools-pyk

vools 的 PySpark / PostgreSQL 集成子包(独立分发)。 文档即实现:本包的全部 API、Schema、生命周期均由本仓库文档承载。

vools-pyk 是 vools 核心库(零 pyspark 依赖、轻量)与 大数据生态 的桥接层。 它把 Spark、Hive、PostgreSQL 相关的能力收拢到 vools.pyk 命名空间下,独立发布, 让核心库保持纯净,同时大数据场景的用户开箱即用。


安装

通过 vools 的 extras 安装(推荐)

pip install "vools[pyk]"

直接安装独立包

pip install vools-pyk

开发安装(含 pytest)

pip install "vools-pyk[dev]"

依赖

包 最低版本
vools >= 0.7.8
pyspark >= 2.4.3
pandas >= 0.24
numpy >= 1.16

支持 Python 3.6 – 3.13。


快速开始

import vools.pyk as pyk

# 1. 获取 SparkSession(单例,重复调用复用)
spark = pyk.get_spark(app_name="my_pipeline")

# 2. 安装 monkey-patch(把 pyk 的扩展挂到原生 DataFrame/SparkSession)
pyk.install_patch()

# 3. 读数据 + 使用 pyk.df 扩展
df = spark.read.parquet("hdfs:///warehouse/tbl")
df.show_ex(20)          # 更友好的 show
df.unique_by("date").show_ex()

模块一览

模块 路径 用途
core vools.pyk.core SparkSession 管理、run_ds、show_*、HDFS 文件元数据、分区检查
df vools.pyk.df vicDataFrame 及 DataFrame monkey-patch 扩展
text vools.pyk.text vicText 的 pyspark 相关扩展(toDF 等)
tb vools.pyk.tb Hive 表元数据(vicTableInfo、getCols、get_partitions)
compare vools.pyk.compare DataFrame 比对(vicCompare)
postgre vools.pyk.postgre PostgreSQL 辅助(vicPostgreSupport)
cond vools.pyk.cond 条件表达式 / CASE WHEN 构造器(ConditionBuilder)
configs vools.pyk.configs 配置管理、密钥加解密、PostgreSQL 凭据
patch vools.pyk.patch monkey-patch 安装(DataFrame/SparkSession 扩展)
look_upon vools.pyk.look_upon LookUpon 任务调度(PostgreSQL 队列,DAG / 跨表依赖 / 重试)
tools vools.pyk.tools vicTools 聚合类(一站式工具入口)

重要设计

独立分发

vools 核心库不依赖 pyspark。vools-pyk 通过 PyPI 独立包分发, 安装后以 vools.pyk namespace 包形式合并进 vools 的命名空间。

from vools import pyk          # 推荐
import vools.pyk as pyk        # 等价

懒加载

顶层 vools.pyk 不会在 import 时拉起 pyspark(生产环境可能未安装 / 启动慢)。 只有显式 import vools.pyk.core 之类才触发懒加载。

import vools.pyk
print(vools.pyk.is_available())   # True / False,不拉起 pyspark

可用性检查

import vools.pyk as pyk
if pyk.is_available():
    spark = pyk.get_spark("app")

完整文档


许可

Apache 2.0。详见 LICENSE。

Metadata

Release files for vools-pyk 0.1.1

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