Re: counting words (not frequency)
Seems a bit convoluted for such a simple problem. I am thinking a custom streaming count() operator will simplify. Wasn¹t able to find examples for custom Streaming operators. -roshan On 7/21/16, 8:00 PM, "hrajaram"wrote: >Can't you use a KeyedStream, I mean keyBy with the sameKey? something >like >this, >source.flatMap(new Tokenizer()).keyBy(0).sum(2).project(2).print(); > >Assuming tokenizer is giving Tuple3 > >1-> is always the same key, say "test" >2->the actual word >3-> 1 > > > >There might be some other good choices but this is the first thing that >quickly came in my mind :-) > >Hari > > > > >-- >View this message in context: >http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/counti >ng-words-not-frequency-tp8099p8100.html >Sent from the Apache Flink User Mailing List archive. mailing list >archive at Nabble.com. >
flink batch data processing
I'm evaluating for some processing batches of data. As a simple example say I have 2000 points which I would like to pass through an FIR filter using functionality provided by the Python scipy libraryjk. The scipy filter is a simple function which accepts a set of coefficients and the data to filter and returns the data. Is is possible to create a transformation to handle this in flink? It seems flink transformations are applied on a point by point basis but I may be missing something. Paul
FlinkShell with standalone HA cluster
Hi All- I am having trouble using the FlinkShell against a standalone HA cluster (recovery.mode: zookeeper) If I remove the zookeeper conf from flink-conf.yaml and restart the cluster, I can execute stuff from the shell just fine. (One master is running) Adding back the config, and restarting, the cluster is up, with taskmanagers registered, etc, but even when pointing the FlinkShell at the master and its dynamically chosen port, I get an error "he program execution failed: Communication with JobManager failed: Lost connection to the JobManager." Is there a requirement that multiple masters be up, or some other way to tell FlinkShell that the cluster is a standalone HA cluster? Thanks! SC
Re: Variable not initialized in the open() method of RichMapFunction
Initializing in "open(Configuration)" means that the ObjectMapper is created only in the cluster once the MapFunction is started. Otherwise it is created before (on the client) and Serialization-copied into the cluster, together with the MapFunction. If the second approach works well (i.e., the ObjectMapper is serialization friendly), then there is no downside to it. On Fri, Jul 22, 2016 at 6:01 PM, Dong iL, Kimwrote: > declare objectMapper out of map class. > > final ObjectMapper objectMapper = new ObjectMapper(); > > source.map(str -> objectMapper.readValue(value, Request.class)); > > On Sat, Jul 23, 2016 at 12:28 AM, Yassin Marzouki > wrote: > >> Thank you Stephan and Kim, that solved the problem. >> Just to make sure, is using a MapFunction as in the following code any >> different? i.e. does it initialize the objectMapper for every element in >> the stream? >> >> .map(new MapFunction () { >> >> private ObjectMapper objectMapper = new ObjectMapper(); >> >> @Override >> public Request map(String value) throws Exception { >> return objectMapper.readValue(value, Request.class); >> } >> }) >> >> On Fri, Jul 22, 2016 at 5:20 PM, Dong iL, Kim wrote: >> >>> oops. stephan already answered. >>> sorry. T^T >>> >>> On Sat, Jul 23, 2016 at 12:16 AM, Dong iL, Kim >>> wrote: >>> is open method signature right? or typo? void open(Configuration parameters) throws Exception; On Sat, Jul 23, 2016 at 12:09 AM, Stephan Ewen wrote: > I think you overrode the open method with the wrong signature. The > right signature would be "open(Configuration cfg) {...}". You probably > overlooked this because you missed the "@Override" annotation. > > On Fri, Jul 22, 2016 at 4:49 PM, Yassin Marzouki > wrote: > >> Hi everyone, >> >> I want to convert a stream of json strings to POJOs using Jackson, so >> I did the following: >> >> .map(new RichMapFunction () { >> >> private ObjectMapper objectMapper; >> >> public void open() { >> objectMapper = new ObjectMapper(); >> } >> >> @Override >> public Request map(String value) throws Exception { >> return objectMapper.readValue(value, Request.class); >> } >> }) >> >> But this code gave me a NullPointerException because the objectMapper >> was not initialized successfully. >> >> 1. Isn't the open() method supposed to be called before map() and >> initialize objectMapper? >> 2. I figured out that initializing objectMapper before the open() >> method resolves the problem, and that it works also with a simple >> MapFunction. In that case, is there an advantage for using a >> RichMapFunction? >> >> Best, >> Yassine >> > > -- http://www.kiva.org; TARGET="_top"> http://www.kiva.org/images/bannerlong.png; WIDTH="460" HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" ALIGN="BOTTOM"> >>> >>> >>> >>> -- >>> http://www.kiva.org; TARGET="_top"> >>> http://www.kiva.org/images/bannerlong.png; WIDTH="460" >>> HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" >>> ALIGN="BOTTOM"> >>> >> >> > > > -- > http://www.kiva.org; TARGET="_top"> > http://www.kiva.org/images/bannerlong.png; WIDTH="460" > HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" > ALIGN="BOTTOM"> >
Re: Variable not initialized in the open() method of RichMapFunction
declare objectMapper out of map class. final ObjectMapper objectMapper = new ObjectMapper(); source.map(str -> objectMapper.readValue(value, Request.class)); On Sat, Jul 23, 2016 at 12:28 AM, Yassin Marzoukiwrote: > Thank you Stephan and Kim, that solved the problem. > Just to make sure, is using a MapFunction as in the following code any > different? i.e. does it initialize the objectMapper for every element in > the stream? > > .map(new MapFunction () { > > private ObjectMapper objectMapper = new ObjectMapper(); > > @Override > public Request map(String value) throws Exception { > return objectMapper.readValue(value, Request.class); > } > }) > > On Fri, Jul 22, 2016 at 5:20 PM, Dong iL, Kim wrote: > >> oops. stephan already answered. >> sorry. T^T >> >> On Sat, Jul 23, 2016 at 12:16 AM, Dong iL, Kim >> wrote: >> >>> is open method signature right? or typo? >>> >>> void open(Configuration parameters) throws Exception; >>> >>> On Sat, Jul 23, 2016 at 12:09 AM, Stephan Ewen wrote: >>> I think you overrode the open method with the wrong signature. The right signature would be "open(Configuration cfg) {...}". You probably overlooked this because you missed the "@Override" annotation. On Fri, Jul 22, 2016 at 4:49 PM, Yassin Marzouki wrote: > Hi everyone, > > I want to convert a stream of json strings to POJOs using Jackson, so > I did the following: > > .map(new RichMapFunction () { > > private ObjectMapper objectMapper; > > public void open() { > objectMapper = new ObjectMapper(); > } > > @Override > public Request map(String value) throws Exception { > return objectMapper.readValue(value, Request.class); > } > }) > > But this code gave me a NullPointerException because the objectMapper > was not initialized successfully. > > 1. Isn't the open() method supposed to be called before map() and > initialize objectMapper? > 2. I figured out that initializing objectMapper before the open() > method resolves the problem, and that it works also with a simple > MapFunction. In that case, is there an advantage for using a > RichMapFunction? > > Best, > Yassine > >>> >>> >>> -- >>> http://www.kiva.org; TARGET="_top"> >>> http://www.kiva.org/images/bannerlong.png; WIDTH="460" >>> HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" >>> ALIGN="BOTTOM"> >>> >> >> >> >> -- >> http://www.kiva.org; TARGET="_top"> >> http://www.kiva.org/images/bannerlong.png; WIDTH="460" >> HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" >> ALIGN="BOTTOM"> >> > > -- http://www.kiva.org; TARGET="_top"> http://www.kiva.org/images/bannerlong.png; WIDTH="460" HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" ALIGN="BOTTOM">
Re: Variable not initialized in the open() method of RichMapFunction
Thank you Stephan and Kim, that solved the problem. Just to make sure, is using a MapFunction as in the following code any different? i.e. does it initialize the objectMapper for every element in the stream? .map(new MapFunction() { private ObjectMapper objectMapper = new ObjectMapper(); @Override public Request map(String value) throws Exception { return objectMapper.readValue(value, Request.class); } }) On Fri, Jul 22, 2016 at 5:20 PM, Dong iL, Kim wrote: > oops. stephan already answered. > sorry. T^T > > On Sat, Jul 23, 2016 at 12:16 AM, Dong iL, Kim wrote: > >> is open method signature right? or typo? >> >> void open(Configuration parameters) throws Exception; >> >> On Sat, Jul 23, 2016 at 12:09 AM, Stephan Ewen wrote: >> >>> I think you overrode the open method with the wrong signature. The right >>> signature would be "open(Configuration cfg) {...}". You probably overlooked >>> this because you missed the "@Override" annotation. >>> >>> On Fri, Jul 22, 2016 at 4:49 PM, Yassin Marzouki >>> wrote: >>> Hi everyone, I want to convert a stream of json strings to POJOs using Jackson, so I did the following: .map(new RichMapFunction () { private ObjectMapper objectMapper; public void open() { objectMapper = new ObjectMapper(); } @Override public Request map(String value) throws Exception { return objectMapper.readValue(value, Request.class); } }) But this code gave me a NullPointerException because the objectMapper was not initialized successfully. 1. Isn't the open() method supposed to be called before map() and initialize objectMapper? 2. I figured out that initializing objectMapper before the open() method resolves the problem, and that it works also with a simple MapFunction. In that case, is there an advantage for using a RichMapFunction? Best, Yassine >>> >>> >> >> >> -- >> http://www.kiva.org; TARGET="_top"> >> http://www.kiva.org/images/bannerlong.png; WIDTH="460" >> HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" >> ALIGN="BOTTOM"> >> > > > > -- > http://www.kiva.org; TARGET="_top"> > http://www.kiva.org/images/bannerlong.png; WIDTH="460" > HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" > ALIGN="BOTTOM"> >
Re: Variable not initialized in the open() method of RichMapFunction
oops. stephan already answered. sorry. T^T On Sat, Jul 23, 2016 at 12:16 AM, Dong iL, Kimwrote: > is open method signature right? or typo? > > void open(Configuration parameters) throws Exception; > > On Sat, Jul 23, 2016 at 12:09 AM, Stephan Ewen wrote: > >> I think you overrode the open method with the wrong signature. The right >> signature would be "open(Configuration cfg) {...}". You probably overlooked >> this because you missed the "@Override" annotation. >> >> On Fri, Jul 22, 2016 at 4:49 PM, Yassin Marzouki >> wrote: >> >>> Hi everyone, >>> >>> I want to convert a stream of json strings to POJOs using Jackson, so I >>> did the following: >>> >>> .map(new RichMapFunction () { >>> >>> private ObjectMapper objectMapper; >>> >>> public void open() { >>> objectMapper = new ObjectMapper(); >>> } >>> >>> @Override >>> public Request map(String value) throws Exception { >>> return objectMapper.readValue(value, Request.class); >>> } >>> }) >>> >>> But this code gave me a NullPointerException because the objectMapper >>> was not initialized successfully. >>> >>> 1. Isn't the open() method supposed to be called before map() and >>> initialize objectMapper? >>> 2. I figured out that initializing objectMapper before the open() method >>> resolves the problem, and that it works also with a simple MapFunction. In >>> that case, is there an advantage for using a RichMapFunction? >>> >>> Best, >>> Yassine >>> >> >> > > > -- > http://www.kiva.org; TARGET="_top"> > http://www.kiva.org/images/bannerlong.png; WIDTH="460" > HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" > ALIGN="BOTTOM"> > -- http://www.kiva.org; TARGET="_top"> http://www.kiva.org/images/bannerlong.png; WIDTH="460" HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" ALIGN="BOTTOM">
Re: Variable not initialized in the open() method of RichMapFunction
is open method signature right? or typo? void open(Configuration parameters) throws Exception; On Sat, Jul 23, 2016 at 12:09 AM, Stephan Ewenwrote: > I think you overrode the open method with the wrong signature. The right > signature would be "open(Configuration cfg) {...}". You probably overlooked > this because you missed the "@Override" annotation. > > On Fri, Jul 22, 2016 at 4:49 PM, Yassin Marzouki > wrote: > >> Hi everyone, >> >> I want to convert a stream of json strings to POJOs using Jackson, so I >> did the following: >> >> .map(new RichMapFunction () { >> >> private ObjectMapper objectMapper; >> >> public void open() { >> objectMapper = new ObjectMapper(); >> } >> >> @Override >> public Request map(String value) throws Exception { >> return objectMapper.readValue(value, Request.class); >> } >> }) >> >> But this code gave me a NullPointerException because the objectMapper was >> not initialized successfully. >> >> 1. Isn't the open() method supposed to be called before map() and >> initialize objectMapper? >> 2. I figured out that initializing objectMapper before the open() method >> resolves the problem, and that it works also with a simple MapFunction. In >> that case, is there an advantage for using a RichMapFunction? >> >> Best, >> Yassine >> > > -- http://www.kiva.org; TARGET="_top"> http://www.kiva.org/images/bannerlong.png; WIDTH="460" HEIGHT="60" ALT="Kiva - loans that change lives" BORDER="0" ALIGN="BOTTOM">
Re: Variable not initialized in the open() method of RichMapFunction
I think you overrode the open method with the wrong signature. The right signature would be "open(Configuration cfg) {...}". You probably overlooked this because you missed the "@Override" annotation. On Fri, Jul 22, 2016 at 4:49 PM, Yassin Marzoukiwrote: > Hi everyone, > > I want to convert a stream of json strings to POJOs using Jackson, so I > did the following: > > .map(new RichMapFunction () { > > private ObjectMapper objectMapper; > > public void open() { > objectMapper = new ObjectMapper(); > } > > @Override > public Request map(String value) throws Exception { > return objectMapper.readValue(value, Request.class); > } > }) > > But this code gave me a NullPointerException because the objectMapper was > not initialized successfully. > > 1. Isn't the open() method supposed to be called before map() and > initialize objectMapper? > 2. I figured out that initializing objectMapper before the open() method > resolves the problem, and that it works also with a simple MapFunction. In > that case, is there an advantage for using a RichMapFunction? > > Best, > Yassine >
Variable not initialized in the open() method of RichMapFunction
Hi everyone, I want to convert a stream of json strings to POJOs using Jackson, so I did the following: .map(new RichMapFunction() { private ObjectMapper objectMapper; public void open() { objectMapper = new ObjectMapper(); } @Override public Request map(String value) throws Exception { return objectMapper.readValue(value, Request.class); } }) But this code gave me a NullPointerException because the objectMapper was not initialized successfully. 1. Isn't the open() method supposed to be called before map() and initialize objectMapper? 2. I figured out that initializing objectMapper before the open() method resolves the problem, and that it works also with a simple MapFunction. In that case, is there an advantage for using a RichMapFunction? Best, Yassine
AW: Getting the NumberOfParallelSubtask
Hi Chesnay, hi Robert Thank you for your explanations : - ) (And sorry for the late reply). Regards, Robert Von: Robert Metzger [mailto:rmetz...@apache.org] Gesendet: Dienstag, 21. Juni 2016 12:12 An: user@flink.apache.org Betreff: Re: Getting the NumberOfParallelSubtask Hi Robert, the number of parallel subtasks is the parallelism of the job or the individual operator. Only when executing Flink locally, the parallelism is set to the CPU cores. The number of groups generated by the groupBy() transformation doesn't affect the parallelism. Very often the number of groups is much higher than the parallelism, in those cases, each parallel instance will process multiple groups. If you want to know the parallelism of your operators globally, you'll need to set it manually (say all operators to a parallelism of 8). Regards, Robert On Mon, Jun 20, 2016 at 10:00 PM, Chesnay Schepler> wrote: Within the mapper you cannot access the parallelism of the following nor preceding operation. On 20.06.2016 15:56, Paschek, Robert wrote: Hi Mailing list, using a RichMapPartitionFunction i can access the total number m of this mapper utilized in my job with int m = getRuntimeContext().getNumberOfParallelSubtasks(); I think that would be - in general - the total number of CPU Cores used by Apache Flink among the cluster. Is there a way to access the number of the following reducer? In general i would assume that the number of the following reducers depends on the number of groups generated by the groupBy() transformation. So the number of the reducer r would be 1 <= r <= m. My Job: DataSet output = input .mapPartition(new MR_GPMRS_Mapper()) .groupBy(0) .reduceGroup(new MR_GPMRS_Reducer()); Thank you in advance Robert
Re: State in external db (dynamodb)
Hi all, >(1) Only write to the DB upon a checkpoint, at which point it is known that no replay of that data will occur any more. Values from partially successful writes will be overwritten >with correct value. I assume that is what you thought of when referring to the State Backend, because in some sense, that is what that state backend would do. >I think it is simpler to realize that in a custom sink, than developing a new state backend. Another Flink committer (Chesnay) has developed some nice tooling for that, to >be merged into Flink soon. I am planning to implement something like this: Say I have a topology which looks like this: [source => operator => sink], I would like it to work like this: 1. Upon receiving an element, the operator retrieves some state from an external key-value store (would like to put an in-memory cache on top of this with a TTL) 2. The operator emits a new state (and updates its in-memory cache with the new state) 3. The sink batches up all the new states and upon checkpoint flushes them to the external store Could anyone point me at the work that's already been done on this? Has it already been merged into Flink? Thanks, Josh On Thu, Apr 7, 2016 at 12:53 PM, Aljoscha Krettekwrote: > Hi, > regarding windows and incremental aggregation. This is already happening > in Flink as of now. When you give a ReduceFunction on a window, which "sum" > internally does, the result for a window is incrementally updated whenever > a new element comes in. This incremental aggregation only happens when you > specify a ReduceFunction or a FoldFunction, not for the general case of a > WindowFunction, where all elements in the window are required. > > You are right about incremental snapshots. We mainly want to introduce > them to reduce latency incurred by snapshotting. Right now, processing > stalls when a checkpoint happens. > > Cheers, > Aljoscha > > On Thu, 7 Apr 2016 at 13:12 Shannon Carey wrote: > >> Thanks very kindly for your response, Stephan! >> >> We will definitely use a custom sink for persistence of idempotent >> mutations whenever possible. Exposing state as read-only to external >> systems is a complication we will try to avoid. Also, we will definitely >> only write to the DB upon checkpoint, and the write will be synchronous and >> transactional (no possibility of partial success/failure). >> >> However, we do want Flink state to be durable, we want it to be in memory >> when possible, and we want to avoid running out of memory due to the size >> of the state. For example, if you have a wide window that hasn't gotten an >> event for a long time, we want to evict that window state from memory. >> We're now thinking of using Redis (via AWS Elasticache) which also >> conveniently has TTL, instead of DynamoDB. >> >> I just wanted to check whether eviction of (inactive/quiet) state from >> memory is something that I should consider implementing, or whether Flink >> already had some built-in way of doing it. >> >> Along the same lines, I am also wondering whether Flink already has means >> of compacting the state of a window by applying an aggregation function to >> the elements so-far (eg. every time window is triggered)? For example, if >> you are only executing a sum on the contents of the window, the window >> state doesn't need to store all the individual items in the window, it only >> needs to store the sum. Aggregations other than "sum" might have that >> characteristic too. I don't know if Flink is already that intelligent or >> whether I should figure out how to aggregate window contents myself when >> possible with something like a window fold? Another poster (Aljoscha) was >> talking about adding incremental snapshots, but it sounds like that would >> only improve the write throughput not the memory usage. >> >> Thanks again! >> Shannon Carey >> >> >> From: Stephan Ewen >> Date: Wednesday, April 6, 2016 at 10:37 PM >> To: >> Subject: Re: State in external db (dynamodb) >> >> Hi Shannon! >> >> Welcome to the Flink community! >> >> You are right, sinks need in general to be idempotent if you want >> "exactly-once" semantics, because there can be a replay of elements that >> were already written. >> >> However, what you describe later, overwriting of a key with a new value >> (or the same value again) is pretty much sufficient. That means that when a >> duplicate write happens during replay, the value for the key is simply >> overwritten with the same value again. >> As long as all computation is purely in Flink and you only write to the >> key/value store (rather than read from k/v, modify in Flink, write to k/v), >> you get the consistency that for example counts/aggregates never have >> duplicates. >> >> If Flink needs to look up state from the database (because it is no >> longer in Flink), it is a bit more tricky. I assume that is where you are >> going with "Subsequently,
Re: Logical plan optimization with Calcite
Thanks Max and Timo for the explanation. :) -- View this message in context: http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/Logical-plan-optimization-with-Calcite-tp8037p8106.html Sent from the Apache Flink User Mailing List archive. mailing list archive at Nabble.com.