I haven't yet figured out how to write a Java job to test DistributedCache functionality between machines; I've only gotten worker nodes to create caches from local files (on the same worker nodes), rather than on files from the master node. The DistributedCache test I've been using (based on the DistributedCacheTest unit test) is here: https://gist.github.com/GEOFBOT/041d76b47f08919305493f57ebdde0f7
I realized that this test only tested local files because I was getting an error that the file used for the cache was not found until I created that file on the worker node in the location specified in the plan. I've been trying to run a simple Python example that does word counting: https://gist.github.com/GEOFBOT/dbdc30120fb4d71383d9e3eff5f93c1f I've tried three different setups so far: I've tried virtual machines, AWS virtual machine instances, and physical machines. With each setup, I get the same errors. Although with all three of these setups, basic Java jobs can be run (like WordCount, PageRank), Python programs cannot be run because the files needed to run them are not properly distributed to the worker nodes. I've found that although the master node reads the Python libraries and plan files (presumably to send them to the worker), the worker node never writes any of those files to disk, despite the files being added to the list of files in the distributed cache via DistributedCache.writeFileInfotoConfig (which I found via remote debugging). When a Python program is run via pyflink, it executes but crashes as soon as there is any sort of operation requiring mapping. The following exception is thrown: 2016-07-17 09:39:50,857 INFO org.apache.flink.runtime.executiongraph.ExecutionGraph - MapPartition (PythonFlatMap -> PythonMap) (1/1) (12fbc21f0424ab87f3ef579fbe73b0b3) switched from RUNNING to FAILED 2016-07-17 09:39:50,863 INFO org.apache.flink.runtime.jobmanager.JobManager - Status of job 3685c180d7eb004154e8f9d94996e0cf (Flink Java Job at Sun Jul 17 09:39:49 EDT 2016) changed to FAILING. java.lang.Exception: The user defined 'open()' method caused an exception: An error occurred while copying the file. at org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:481) <snip> Caused by: java.lang.RuntimeException: An error occurred while copying the file. at org.apache.flink.api.common.cache.DistributedCache.getFile(DistributedCache.java:78) at org.apache.flink.python.api.streaming.data.PythonStreamer.startPython(PythonStreamer.java:102) <snip> Caused by: java.io.FileNotFoundException: File file:/tmp/flink does not exist or the user running Flink ('gmon') has insufficient permissions to access it. at org.apache.flink.core.fs.local.LocalFileSystem.getFileStatus(LocalFileSystem.java:109) at org.apache.flink.runtime.filecache.FileCache.copy(FileCache.java:242) at org.apache.flink.runtime.filecache.FileCache$CopyProcess.call(FileCache.java:322) <snip> ... 1 more If the pyflink library is manually copied into place at /tmp/flink, that error will be replaced by the following: 2016-07-17 00:10:54,342 INFO org.apache.flink.runtime.executiongraph.ExecutionGraph - MapPartition (PythonFlatMap -> PythonMap) (1/1) (23591303d5b571a6b3e9b68ef51c5a8e) switched from RUNNING to FAILED 2016-07-17 00:10:54,348 INFO org.apache.flink.runtime.jobmanager.JobManager - Status of job e072403ffec32bd14b54416b53cb46ae (Flink Java Job at Sun Jul 17 00:10:51 EDT 2016) changed to FAILING. java.lang.Exception: The user defined 'open()' method caused an exception: External process for task MapPartition (PythonFlatMap -> PythonMap) terminated prematurely. python3: can't open file '/tmp/flink-dist-cache-724a9274-f984-429c-a0bf-4f5f23c5cfbc/e072403ffec32bd14b54416b53cb46ae/flink/plan.py': [Errno 2] No such file or directory at org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:481) <snip> Caused by: java.lang.RuntimeException: External process for task MapPartition (PythonFlatMap -> PythonMap) terminated prematurely. python3: can't open file '/tmp/flink-dist-cache-724a9274-f984-429c-a0bf-4f5f23c5cfbc/e072403ffec32bd14b54416b53cb46ae/flink/plan.py': [Errno 2] No such file or directory at org.apache.flink.python.api.streaming.data.PythonStreamer.startPython(PythonStreamer.java:144) at org.apache.flink.python.api.streaming.data.PythonStreamer.open(PythonStreamer.java:92) at org.apache.flink.python.api.functions.PythonMapPartition.open(PythonMapPartition.java:48) <snip> ... 3 more Both of these exceptions point to Flink not properly copying the requested files. Has anyone else successfully run Python jobs on a Flink cluster, or is there a bug preventing successful operation? Unfortunately, I am relying on using a Flink cluster to run a Python job for some scientific data that needs to be completed soon. Thank for your assistance, Geoffrey On Sun, Jul 17, 2016 at 4:04 AM Chesnay Schepler <ches...@apache.org> wrote: > Please also post the job you're trying to run. > > > On 17.07.2016 08:43, Geoffrey Mon wrote: > > The Java program I used to test DistributedCache was faulty since it > actually created the cache from files on the machine on which the program > was running (i.e. the worker node). > > I tried implementing a cluster again, this time using two actual machines > instead of virtual machines. I found the same error of the Python libraries > and plan file not being found in the temporary directory. Has anyone else > been able to successfully set up a Flink cluster to run Python jobs? I've > been beginning to suspect that there may be some issues with running Python > jobs on Flink clusters that are present in Flink. > > Cheers, > Geoffrey > > On Fri, Jul 15, 2016 at 11:28 AM Geoffrey Mon <geof...@gmail.com> wrote: > >> I wrote a simple Java plan that reads a file in the distributed cache and >> uses the first line from that file in a map operation. Sure enough, it >> works locally, but fails when the job is sent to a taskmanager on a worker >> node. Since DistributedCache seems to work for everyone else, I'm thinking >> that maybe some sort of file permissions are not properly set such that >> Flink is not able to successfully write distributed cache files. >> >> I used inotify-tools to watch the temporary files directory on both the >> master node and worker node. When the plan is being prepared, the >> jobmanager node wrote the Python modules and plan file to the temporary >> files directory. However, on the worker node, the directory tree was >> created, but the job failed before any of the module or plan files were >> even attempted to be written. Interestingly enough, there were no error >> messages or warnings about the cache. >> >> Cheers, >> Geoffrey >> >> On Fri, Jul 15, 2016 at 4:15 AM Chesnay Schepler <ches...@apache.org> >> wrote: >> >>> Could you write a java job that uses the Distributed cache to distribute >>> files? >>> >>> If this fails then the DC is faulty, if it doesn't something in the >>> Python API is wrong. >>> >>> >>> On 15.07.2016 08:06, Geoffrey Mon wrote: >>> >>> I've come across similar issues when trying to set up Flink on Amazon >>> EC2 instances. Presumably there is something wrong with my setup? Here is >>> the flink-conf.yaml I am using: >>> >>> https://gist.githubusercontent.com/GEOFBOT/3ffc9b21214174ae750cc3fdb2625b71/raw/flink-conf.yaml >>> >>> Thanks, >>> Geoffrey >>> >>> On Wed, Jul 13, 2016 at 1:15 PM Geoffrey Mon <geof...@gmail.com> wrote: >>> >>>> Hello, >>>> >>>> Here is the TaskManager log on pastebin: >>>> http://pastebin.com/XAJ56gn4 >>>> >>>> I will look into whether the files were created. >>>> >>>> By the way, the cluster is made with virtual machines running on >>>> BlueData EPIC. I don't know if that might be related to the problem. >>>> >>>> Thanks, >>>> Geoffrey >>>> >>>> >>>> On Wed, Jul 13, 2016 at 6:12 AM Chesnay Schepler < <ches...@apache.org> >>>> ches...@apache.org> wrote: >>>> >>>>> Hello Geoffrey, >>>>> >>>>> How often does this occur? >>>>> >>>>> Flink distributes the user-code and the python library using the >>>>> Distributed Cache. >>>>> >>>>> Either the file is deleted right after being created for some reason, >>>>> or the DC returns a file name before the file was created (which shouldn't >>>>> happen, it should block it is available). >>>>> >>>>> If you are up to debugging this i would suggest looking into FileCache >>>>> class and verifying whether the file in question is in fact created. >>>>> >>>>> The logs of the TaskManager of which the exception occurs could be of >>>>> interest too; could you send them to me? >>>>> >>>>> Regards, >>>>> Chesnay >>>>> >>>>> >>>>> On 13.07.2016 04:11, Geoffrey Mon wrote: >>>>> >>>>> Hello all, >>>>> >>>>> I've set up Flink on a very small cluster of one master node and five >>>>> worker nodes, following the instructions in the documentation ( >>>>> <https://ci.apache.org/projects/flink/flink-docs-master/setup/cluster_setup.html> >>>>> https://ci.apache.org/projects/flink/flink-docs-master/setup/cluster_setup.html). >>>>> I can run the included examples like WordCount and PageRank across the >>>>> entire cluster, but when I try to run simple Python examples, I sometimes >>>>> get a strange error on the first PythonMapPartition about the temporary >>>>> folders that contain the streams of data between Python and Java. >>>>> >>>>> If I run jobs on only the taskmanager on the master node, Python >>>>> examples run fine. However, if the jobs use the worker nodes, then I get >>>>> the following error: >>>>> >>>>> org.apache.flink.client.program.ProgramInvocationException: The >>>>> program execution failed: Job execution failed. >>>>> at >>>>> org.apache.flink.client.program.ClusterClient.run(ClusterClient.java:378) >>>>> <snip> >>>>> Caused by: org.apache.flink.runtime.client.JobExecutionException: Job >>>>> execution failed. >>>>> at >>>>> org.apache.flink.runtime.jobmanager.JobManager$$anonfun$handleMessage$1$$anonfun$applyOrElse$7.apply$mcV$sp(JobManager.scala:806) >>>>> <snip> >>>>> Caused by: java.lang.Exception: The user defined 'open()' method >>>>> caused an exception: External process for task MapPartition (PythonMap) >>>>> terminated prematurely. >>>>> python: can't open file >>>>> '/home/bluedata/flink/tmp/flink-dist-cache-d1958549-3d58-4554-b286-cb4b1cdb9060/52feefa8892e61ba9a187f7684c84ada/flink/plan.py': >>>>> [Errno 2] No such file or directory >>>>> at org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:481) >>>>> <snip> >>>>> Caused by: java.lang.RuntimeException: External process for task >>>>> MapPartition (PythonMap) terminated prematurely. >>>>> python: can't open file >>>>> '/home/bluedata/flink/tmp/flink-dist-cache-d1958549-3d58-4554-b286-cb4b1cdb9060/52feefa8892e61ba9a187f7684c84ada/flink/plan.py': >>>>> [Errno 2] No such file or directory >>>>> at >>>>> org.apache.flink.python.api.streaming.data.PythonStreamer.startPython(PythonStreamer.java:144) >>>>> at >>>>> org.apache.flink.python.api.streaming.data.PythonStreamer.open(PythonStreamer.java:92) >>>>> at >>>>> org.apache.flink.python.api.functions.PythonMapPartition.open(PythonMapPartition.java:48) >>>>> at >>>>> org.apache.flink.api.common.functions.util.FunctionUtils.openFunction(FunctionUtils.java:38) >>>>> at org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:477) >>>>> ... 5 more >>>>> >>>>> I'm suspecting this issue has something to do with the data sending >>>>> between the master and the workers, but I haven't been able to find any >>>>> solutions. Presumably the temporary files weren't received properly and >>>>> thus were not created properly? >>>>> >>>>> Thanks in advance. >>>>> >>>>> Cheers, >>>>> Geoffrey >>>>> >>>>> >>>>> >>> >>> >
