登录 注册

beam

去点 Star
AI 模型与开发框架
8,717
Stars
0
Forks
0
Watchers
0
Open Issues
未知
许可证
Java
语言
创建时间
最近更新

项目能做什么

统一的批处理与流式数据处理编程模型。
来源：基于仓库元数据 · 内容以仓库实际 README 为准

使用说明 查看原始 README 原仓库文档

中文使用说明暂未生成。下面保留原仓库 README 摘录，命令与配置均以原文为准。
原始 README 摘录（英文原文，节选前 3000 字符） 
<!--
    Licensed to the Apache Software Foundation (ASF) under one
    or more contributor license agreements.  See the NOTICE file
    distributed with this work for additional information
    regarding copyright ownership.  The ASF licenses this file
    to you under the Apache License, Version 2.0 (the
    "License"); you may not use this file except in compliance
    with the License.  You may obtain a copy of the License at

      http://www.apache.org/licenses/LICENSE-2.0

    Unless required by applicable law or agreed to in writing,
    software distributed under the License is distributed on an
    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
    KIND, either express or implied.  See the License for the
    specific language governing permissions and limitations
    under the License.
-->

# Apache Beam

[Apache Beam](http://beam.apache.org/) is a unified model for defining both batch and streaming data-parallel processing pipelines, as well as a set of language-specific SDKs for constructing pipelines and Runners for executing them on distributed processing backends, including [Apache Flink](http://flink.apache.org/), [Apache Spark](http://spark.apache.org/), [Google Cloud Dataflow](http://cloud.google.com/dataflow/), and [Hazelcast Jet](https://hazelcast.com/).

## 🚀 Quick Start (Beginner Friendly)

If you're new to Apache Beam, start here:

1. Choose a language:
   - Java → [Java Quickstart](https://beam.apache.org/get-started/quickstart-java/)
   - Python → [Python Quickstart](https://beam.apache.org/get-started/quickstart-py/)
   - Go → [Go Quickstart](https://beam.apache.org/get-started/quickstart-go/)

2. Run your first example:
   - Minimal WordCount example (available in this repository)

3. Understand core concepts:
   - PCollection
   - PTransform
   - Pipeline

## Status

[![Maven Central](https://img.shields.io/maven-central/v/org.apache.beam/beam-sdks-java-core.svg)](https://search.maven.org/artifact/org.apache.beam/beam-sdks-java-core)
[![PyPI version](https://badge.fury.io/py/apache-beam.svg)](https://badge.fury.io/py/apache-beam)
[![Go version](https://pkg.go.dev/badge/github.com/apache/beam/sdks/v2/go.svg)](https://pkg.go.dev/github.com/apache/beam/sdks/v2/go)
[![Python coverage](https://codecov.io/gh/apache/beam/branch/master/graph/badge.svg)](https://codecov.io/gh/apache/beam)
[![Build python source distribution and wheels](https://github.com/apache/beam/actions/workflows/build_wheels.yml/badge.svg?event=schedule&&?branch=master)](https://github.com/apache/beam/actions?query=workflow%3A%22Build+python+source+distribution+and+wheels%22+branch%3Amaster+event%3Aschedule)
[![Python tests](https://github.com/apache/beam/actions/workflows/python_tests.yml/badge.svg?event=schedule&&?branch=master)](https://github.com/apache/beam/actions?query=workflow%3A%22Python+Tests%22+branch%3Amaster+event%3Aschedule)
[![Java tests](https://github.com/apache/beam/actions/workflows/java_tests.yml/badge.svg?event=schedule&&?bran
阅读完整原文

商业机会分析 规则生成（AI 未配置）

综合评分 42.8 分。该项目在“个人可实施性”维度得 37 分，“付费可能性”维度得 20.0 分，差异化空间 70.0 分（评分依据见评分卡）。

面向细分需求的二次开发产品

产品构想基于 beam 的核心能力，聚焦一个更窄的场景（如某平台、某行业）做差异化。
目标用户该细分场景用户
难度/周期中 · 2~6 周
收费模式买断制 / 订阅制 / 广告
竞争风险细分需求规模需验证
依据 AI 推测：基于项目主题标签的判断
以上为规则引擎基于仓库公开数据生成的参考结论，包含推测成分，不构成投资或创业承诺；配置 AI 后可获得更深入的分析。
报告会保存到 个人中心

竞品与相似项目 GitHub Search 真实检索

项目中文简介Stars语言
enricoros/big-AGI 中文介绍暂未生成
AI suite powered by state-of-the-art models and providing ad
 7,169 TypeScript
matze/mtheme 中文介绍暂未生成
A modern LaTeX Beamer theme
 6,923 TeX
sammwyy/MikuMikuBeam 中文介绍暂未生成
An open-source network stresser tool but it's Hatsune Miku
 5,872 Go
Jakubantalik/Libraries.dev 中文介绍暂未生成
Libraries and models for next-gen UI
 4,694 TypeScript
happi/theBeamBook 中文介绍暂未生成
A description of the Erlang Runtime System ERTS and the virt
 4,060 Erlang
GetFirefly/firefly 中文介绍暂未生成
An alternative BEAM implementation, designed for WebAssembly
 3,581 Rust
以上为通过 GitHub 官方 Search API 检索的相似项目，功能差异与优劣势需进一步人工确认，配置 AI 后可生成对比分析。

项目优势与风险

技术成熟度创建于 ，最近推送 ，发布过 63 个 Release
社区活跃Star 8,717 / Fork 0 / Issue 0（数据支持，可自行核实）
许可证未检测到（需人工确认）
主要风险上游项目方向可能变化；同赛道竞争者较多（见竞品表）；热度与需求不完全等价

安装与使用

快速开始（以仓库 README 为准）
git clone https://github.com/apache/beam.git
cd beam
# 请阅读仓库 README 获取确切安装步骤（依赖、配置、启动命令）
阅读原仓库文档
术语说明：Docker＝应用容器（把程序和依赖打包运行）；API Key＝调用外部服务的密钥；Git Clone＝把仓库代码下载到本地。常见错误：API Key 未配置 / 端口占用 / 数据库连接失败，多数项目在 README 的 Troubleshooting 章节有说明。