Akhil,
>From my test, I can see the files in the last batch will alwyas be reprocessed upon restarting from checkpoint even for graceful shutdown. I think usually the file is expected to be processed only once. Maybe this is a bug in fileStream? or do you know any approach to workaround it? Much thanks! ________________________________ From: Akhil Das [mailto:ak...@sigmoidanalytics.com] Sent: Tuesday, June 16, 2015 3:26 PM To: Haopu Wang Cc: user Subject: Re: If not stop StreamingContext gracefully, will checkpoint data be consistent? Good question, with fileStream or textFileStream basically it will only takes in the files whose timestamp is > the current timestamp <https://github.com/apache/spark/blob/3c0156899dc1ec1f7dfe6d7c8af47fa6dc 7d00bf/streaming/src/main/scala/org/apache/spark/streaming/dstream/FileI nputDStream.scala#L172> and when checkpointing is enabled <https://github.com/apache/spark/blob/3c0156899dc1ec1f7dfe6d7c8af47fa6dc 7d00bf/streaming/src/main/scala/org/apache/spark/streaming/dstream/FileI nputDStream.scala#L324> it would restore the latest filenames from the checkpoint directory which i believe will kind of reprocess some files. Thanks Best Regards On Mon, Jun 15, 2015 at 2:49 PM, Haopu Wang <hw...@qilinsoft.com> wrote: Akhil, thank you for the response. I want to explore more. If the application is just monitoring a HDFS folder and output the word count of each streaming batch into also HDFS. When I kill the application _before_ spark takes a checkpoint, after recovery, spark will resume the processing from the timestamp of latest checkpoint. That means some files will be processed twice and duplicate results are generated. Please correct me if the understanding is wrong, thanks again! ________________________________ From: Akhil Das [mailto:ak...@sigmoidanalytics.com] Sent: Monday, June 15, 2015 3:48 PM To: Haopu Wang Cc: user Subject: Re: If not stop StreamingContext gracefully, will checkpoint data be consistent? I think it should be fine, that's the whole point of check-pointing (in case of driver failure etc). Thanks Best Regards On Mon, Jun 15, 2015 at 6:54 AM, Haopu Wang <hw...@qilinsoft.com> wrote: Hi, can someone help to confirm the behavior? Thank you! -----Original Message----- From: Haopu Wang Sent: Friday, June 12, 2015 4:57 PM To: user Subject: If not stop StreamingContext gracefully, will checkpoint data be consistent? This is a quick question about Checkpoint. The question is: if the StreamingContext is not stopped gracefully, will the checkpoint be consistent? Or I should always gracefully shutdown the application even in order to use the checkpoint? Thank you very much! --------------------------------------------------------------------- To unsubscribe, e-mail: user-unsubscr...@spark.apache.org For additional commands, e-mail: user-h...@spark.apache.org --------------------------------------------------------------------- To unsubscribe, e-mail: user-unsubscr...@spark.apache.org For additional commands, e-mail: user-h...@spark.apache.org