带有 GraphFrames 的 PySpark 异常

Question

我正在使用 PySpark 和 GraphFrames 构建一个简单的网络图（运行在 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

看起来包 'GraphFrame' 不可用 - 但前提是我运行标记传播。我该如何解决？

Answer 1

这似乎是 google Dataproc 中图形框架的一个已知问题。

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']
)

详情可以访问这里：

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

Answer 2

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()

带有 GraphFrames 的 PySpark 异常

PySpark exception with GraphFrames

pyspark

google-cloud-dataproc

graphframes