GraphFrames 的 PySpark 异常

Posted 2023-04-15

【中文标题】GraphFrames 的 PySpark 异常

【英文标题】：PySpark exception with GraphFrames

【发布时间】：2019-10-03 15:49:28

【问题描述】：

我正在使用 PySpark 和 GraphFrames 构建一个简单的网络图（在 Google Dataproc 上运行）

vertices = spark.createDataFrame([
  ("a", "Alice", 34),
  ("b", "Bob", 36),
  ("c", "Charlie", 30),
  ("d", "David", 29),
  ("e", "Esther", 32),
  ("f", "Fanny", 36),
  ("g", "Gabby", 60)], 

    ["id", "name", "age"])

edges = spark.createDataFrame([
  ("a", "b", "friend"),
  ("b", "c", "follow"),
  ("c", "b", "follow"),
  ("f", "c", "follow"),
  ("e", "f", "follow"),
  ("e", "d", "friend"),
  ("d", "a", "friend"),
  ("a", "e", "friend")
], ["src", "dst", "relationship"])

g = GraphFrame(vertices, edges)

然后，我尝试运行 `label progation'

result = g.labelPropagation(maxIter=5)

但我收到以下错误：

Py4JJavaError: An error occurred while calling o164.run.
: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 19.0 failed 4 times, most recent failure: Lost task 0.3 in stage 19.0 (TID 829, cluster-network-graph-w-12.c.myproject-bi.internal, executor 2): java.lang.ClassNotFoundException: org.graphframes.GraphFrame$$anonfun$5

看起来包“GraphFrame”不可用——但前提是我运行标签传播。我该如何解决？

【问题讨论】：

运行时路径中是否存在您的图形框架 jar？

【参考方案1】：

我已经使用以下参数解决了

import pyspark
from pyspark.sql import SparkSession

conf = pyspark.SparkConf().setAll([('spark.jars', 'gs://spark-lib/bigquery/spark-bigquery-latest.jar'),
                                   ('spark.jars.packages', 'graphframes:graphframes:0.7.0-spark2.3-s_2.11')])

spark = SparkSession.builder \
  .appName('testing bq')\
  .config(conf=conf) \
  .getOrCreate()

【参考方案2】：

似乎这是 google Dataproc 中的一个已知问题。

创建一个python文件并添加以下行然后运行它：

from setuptools import setup

setup(name='graphframes',
version='0.5.10',
packages=['graphframes', 'graphframes.lib']
)

您可以访问这里了解详情：

https://github.com/graphframes/graphframes/issues/238, https://github.com/graphframes/graphframes/issues/172