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Lin Ma
2012-08-23, 06:30
Pamecha, Abhishek
2012-08-23, 06:47
Lin Ma
2012-08-23, 11:01
Harsh J
2012-08-23, 13:35
Lin Ma
2012-08-23, 14:26
Harsh J
2012-08-23, 15:37
Lin Ma
2012-08-27, 15:10
Harsh J
2012-08-27, 15:55
Lin Ma
2012-08-28, 03:39
Lin Ma
2012-08-28, 11:03
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client cache for all region server information?Lin Ma 2012-08-23, 06:30
Hello HBase masters,
I am wondering whether in current implementation, each client of HBase cache all information of region server, for example, where is region server (physical hosting machine of region server), and also cache row-key range managed by the region server. If so, two more questions, - will there be too much overhead (e.g. memory footprint) of each client? - when such information is downloaded and cached at client side, and when the information is refreshed (does it only triggered by region server change and failure to fetch such information from client -- e.g. when client use cache to access machine A for region B, but find nothing, so the client needs to refresh the information in cache to see which machine owns region B)? regards, Lin
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Re: client cache for all region server information?Pamecha, Abhishek 2012-08-23, 06:47
I think for the refresh case, client first uses the older region server derived from its cache it then connects to that older region server which responds with a failure code. and then client talks to the zookeeper and then the meta node server to find the new region server for that key. The client then reissues the original request to the new region server.
Btw,Client only caches information as needed for its queries and not necessarily for 'all' region servers. Abhishek i Sent from my iPad with iMstakes On Aug 22, 2012, at 23:31, "Lin Ma" <[EMAIL PROTECTED]> wrote: > Hello HBase masters, > > I am wondering whether in current implementation, each client of HBase > cache all information of region server, for example, where is region server > (physical hosting machine of region server), and also cache row-key range > managed by the region server. If so, two more questions, > > - will there be too much overhead (e.g. memory footprint) of each client? > - when such information is downloaded and cached at client side, and when > the information is refreshed (does it only triggered by region server > change and failure to fetch such information from client -- e.g. when > client use cache to access machine A for region B, but find nothing, so the > client needs to refresh the information in cache to see which machine owns > region B)? > > regards, > Lin
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Re: client cache for all region server information?Lin Ma 2012-08-23, 11:01
Thank you Abhishek,
Two more comments, -- "Client only caches information as needed for its queries and not necessarily for 'all' region servers." -- how did client know which region server information is necessary to be cached in current HBase implementation? -- When the client loads region server information for the first time? Did client persistent cache information at client side about region server information? regards, Lin On Thu, Aug 23, 2012 at 2:47 PM, Pamecha, Abhishek <[EMAIL PROTECTED]> wrote: > I think for the refresh case, client first uses the older region server > derived from its cache it then connects to that older region server which > responds with a failure code. and then client talks to the zookeeper and > then the meta node server to find the new region server for that key. The > client then reissues the original request to the new region server. > > Btw,Client only caches information as needed for its queries and not > necessarily for 'all' region servers. > > Abhishek > > > i Sent from my iPad with iMstakes > > On Aug 22, 2012, at 23:31, "Lin Ma" <[EMAIL PROTECTED]> wrote: > > > Hello HBase masters, > > > > I am wondering whether in current implementation, each client of HBase > > cache all information of region server, for example, where is region > server > > (physical hosting machine of region server), and also cache row-key range > > managed by the region server. If so, two more questions, > > > > - will there be too much overhead (e.g. memory footprint) of each client? > > - when such information is downloaded and cached at client side, and when > > the information is refreshed (does it only triggered by region server > > change and failure to fetch such information from client -- e.g. when > > client use cache to access machine A for region B, but find nothing, so > the > > client needs to refresh the information in cache to see which machine > owns > > region B)? > > > > regards, > > Lin >
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Re: client cache for all region server information?Harsh J 2012-08-23, 13:35
Hi Lin,
On Thu, Aug 23, 2012 at 4:31 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > Thank you Abhishek, > > Two more comments, > > -- "Client only caches information as needed for its queries and not > necessarily for 'all' region servers." -- how did client know which region > server information is necessary to be cached in current HBase > implementation? What Abhishek meant here is that it caches only the needed table's rows from META. It also only caches the specific region required for the row you're looking up/operating on, AFAICT. > -- When the client loads region server information for the first time? Did > client persistent cache information at client side about region server > information? The client loads up regionserver information for a table, when it is requested to perform an operation on that table (on a specific row or the whole). It does not immediately, upon initialization, cache the whole of META's contents. Your question makes sense though, that it does seem to be such that a client *may* use quite a bit of memory space in trying to cache the META entries locally, but practically we've not had this cause issues for users yet. The amount of memory cached for META far outweighs the other items it caches (scan results, etc.). At least I have not seen any reports of excessive client memory usage just due to region locations of tables being cached. I think there's more benefits storing/caching it than not doing so, and so far we've not needed the extra complexity of persisting the cache to a local or non-RAM storage than keeping it in memory. -- Harsh J
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Re: client cache for all region server information?Lin Ma 2012-08-23, 14:26
Harsh, thanks for the detailed information.
Two more comments, 1. I want to confirm my understanding is correct. At the beginning client cache has nothing, when it issue request for a table, if the region server location is not known, it will request from root META region to get region server information step by step, then cache the region server information. If cache already contain the requested region information, it will use directly from cache. In this way, cache grows when cache miss for requested region information; 2. "far outweighs the other items it caches (scan results, etc.)", you mean GET API of HBase cache results? Sorry I am not aware of this feature before. How the results are cached, and whether we can control it (supposing a client is doing random read pattern, we do not want to cache information since each read may be unique row-key access)? Appreciate if you could point me to some more detailed information. regards, Lin On Thu, Aug 23, 2012 at 9:35 PM, Harsh J <[EMAIL PROTECTED]> wrote: > Hi Lin, > > On Thu, Aug 23, 2012 at 4:31 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > > Thank you Abhishek, > > > > Two more comments, > > > > -- "Client only caches information as needed for its queries and not > > necessarily for 'all' region servers." -- how did client know which > region > > server information is necessary to be cached in current HBase > > implementation? > > What Abhishek meant here is that it caches only the needed table's > rows from META. It also only caches the specific region required for > the row you're looking up/operating on, AFAICT. > > > -- When the client loads region server information for the first time? > Did > > client persistent cache information at client side about region server > > information? > > The client loads up regionserver information for a table, when it is > requested to perform an operation on that table (on a specific row or > the whole). It does not immediately, upon initialization, cache the > whole of META's contents. > > Your question makes sense though, that it does seem to be such that a > client *may* use quite a bit of memory space in trying to cache the > META entries locally, but practically we've not had this cause issues > for users yet. The amount of memory cached for META far outweighs the > other items it caches (scan results, etc.). At least I have not seen > any reports of excessive client memory usage just due to region > locations of tables being cached. > > I think there's more benefits storing/caching it than not doing so, > and so far we've not needed the extra complexity of persisting the > cache to a local or non-RAM storage than keeping it in memory. > > -- > Harsh J >
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Re: client cache for all region server information?Harsh J 2012-08-23, 15:37
Hi Lin,
On Thu, Aug 23, 2012 at 7:56 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > Harsh, thanks for the detailed information. > > Two more comments, > > 1. I want to confirm my understanding is correct. At the beginning client > cache has nothing, when it issue request for a table, if the region server > location is not known, it will request from root META region to get region > server information step by step, then cache the region server information. > If cache already contain the requested region information, it will use > directly from cache. In this way, cache grows when cache miss for requested > region information; You have it correct now. Region locations are cached only if they are not available. And they are cached on need-basis, not all at once. > 2. "far outweighs the other items it caches (scan results, etc.)", you mean > GET API of HBase cache results? Sorry I am not aware of this feature before. > How the results are cached, and whether we can control it (supposing a > client is doing random read pattern, we do not want to cache information > since each read may be unique row-key access)? Appreciate if you could point > me to some more detailed information. Am speaking of Scanner value caching, not Gets exactly. See more about Scanner (client) caching at http://hbase.apache.org/book.html#perf.hbase.client.caching > regards, > Lin > > > On Thu, Aug 23, 2012 at 9:35 PM, Harsh J <[EMAIL PROTECTED]> wrote: >> >> Hi Lin, >> >> On Thu, Aug 23, 2012 at 4:31 PM, Lin Ma <[EMAIL PROTECTED]> wrote: >> > Thank you Abhishek, >> > >> > Two more comments, >> > >> > -- "Client only caches information as needed for its queries and not >> > necessarily for 'all' region servers." -- how did client know which >> > region >> > server information is necessary to be cached in current HBase >> > implementation? >> >> What Abhishek meant here is that it caches only the needed table's >> rows from META. It also only caches the specific region required for >> the row you're looking up/operating on, AFAICT. >> >> > -- When the client loads region server information for the first time? >> > Did >> > client persistent cache information at client side about region server >> > information? >> >> The client loads up regionserver information for a table, when it is >> requested to perform an operation on that table (on a specific row or >> the whole). It does not immediately, upon initialization, cache the >> whole of META's contents. >> >> Your question makes sense though, that it does seem to be such that a >> client *may* use quite a bit of memory space in trying to cache the >> META entries locally, but practically we've not had this cause issues >> for users yet. The amount of memory cached for META far outweighs the >> other items it caches (scan results, etc.). At least I have not seen >> any reports of excessive client memory usage just due to region >> locations of tables being cached. >> >> I think there's more benefits storing/caching it than not doing so, >> and so far we've not needed the extra complexity of persisting the >> cache to a local or non-RAM storage than keeping it in memory. >> >> -- >> Harsh J > > -- Harsh J
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Re: client cache for all region server information?Lin Ma 2012-08-27, 15:10
Hi Harsh,
I read through the document you referred, for the below comment, I am confused. Major confusion is, does it mean HBase will transfer consecutive 500 rows to client (supposing client mapper want row with row-key 100, Hbase will return row-key from 100 to 600 at one time to client, similar to batch read?), how to ensure such 500 rows are all desired input for client mapper job (e.g. how do HBase know client mapper job wants row-key from 101 to 600)? *"Using the default value means that the map-task will make call back to the region-server for every record processed. Setting this value to 500, for example, will transfer 500 rows at a time to the client to be processed."* regards, Lin On Thu, Aug 23, 2012 at 11:37 PM, Harsh J <[EMAIL PROTECTED]> wrote: > Hi Lin, > > On Thu, Aug 23, 2012 at 7:56 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > > Harsh, thanks for the detailed information. > > > > Two more comments, > > > > 1. I want to confirm my understanding is correct. At the beginning client > > cache has nothing, when it issue request for a table, if the region > server > > location is not known, it will request from root META region to get > region > > server information step by step, then cache the region server > information. > > If cache already contain the requested region information, it will use > > directly from cache. In this way, cache grows when cache miss for > requested > > region information; > > You have it correct now. Region locations are cached only if they are > not available. And they are cached on need-basis, not all at once. > > > 2. "far outweighs the other items it caches (scan results, etc.)", you > mean > > GET API of HBase cache results? Sorry I am not aware of this feature > before. > > How the results are cached, and whether we can control it (supposing a > > client is doing random read pattern, we do not want to cache information > > since each read may be unique row-key access)? Appreciate if you could > point > > me to some more detailed information. > > Am speaking of Scanner value caching, not Gets exactly. See more about > Scanner (client) caching at > http://hbase.apache.org/book.html#perf.hbase.client.caching > > > regards, > > Lin > > > > > > On Thu, Aug 23, 2012 at 9:35 PM, Harsh J <[EMAIL PROTECTED]> wrote: > >> > >> Hi Lin, > >> > >> On Thu, Aug 23, 2012 at 4:31 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > >> > Thank you Abhishek, > >> > > >> > Two more comments, > >> > > >> > -- "Client only caches information as needed for its queries and not > >> > necessarily for 'all' region servers." -- how did client know which > >> > region > >> > server information is necessary to be cached in current HBase > >> > implementation? > >> > >> What Abhishek meant here is that it caches only the needed table's > >> rows from META. It also only caches the specific region required for > >> the row you're looking up/operating on, AFAICT. > >> > >> > -- When the client loads region server information for the first time? > >> > Did > >> > client persistent cache information at client side about region server > >> > information? > >> > >> The client loads up regionserver information for a table, when it is > >> requested to perform an operation on that table (on a specific row or > >> the whole). It does not immediately, upon initialization, cache the > >> whole of META's contents. > >> > >> Your question makes sense though, that it does seem to be such that a > >> client *may* use quite a bit of memory space in trying to cache the > >> META entries locally, but practically we've not had this cause issues > >> for users yet. The amount of memory cached for META far outweighs the > >> other items it caches (scan results, etc.). At least I have not seen > >> any reports of excessive client memory usage just due to region > >> locations of tables being cached. > >> > >> I think there's more benefits storing/caching it than not doing so, > >> and so far we've not needed the extra complexity of persisting the
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Re: client cache for all region server information?Harsh J 2012-08-27, 15:55
Not necessarily consecutive, unless the request itself is so. It only
returns 500 rows that match the user's request. User's request of a specific row-range and filters are usually embedded into the Scan object, sent to the RS. Whatever is accumulated as the result of the Scan operation (server-side) is accumulated in sizes of 500 rows and returned in one Scanner.next() call from the client. Does this clear it up Lin? On Mon, Aug 27, 2012 at 8:40 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > Hi Harsh, > > I read through the document you referred, for the below comment, I am > confused. Major confusion is, does it mean HBase will transfer consecutive > 500 rows to client (supposing client mapper want row with row-key 100, Hbase > will return row-key from 100 to 600 at one time to client, similar to batch > read?), how to ensure such 500 rows are all desired input for client mapper > job (e.g. how do HBase know client mapper job wants row-key from 101 to > 600)? > > "Using the default value means that the map-task will make call back to the > region-server for every record processed. Setting this value to 500, for > example, will transfer 500 rows at a time to the client to be processed." > > regards, > Lin > > > On Thu, Aug 23, 2012 at 11:37 PM, Harsh J <[EMAIL PROTECTED]> wrote: >> >> Hi Lin, >> >> On Thu, Aug 23, 2012 at 7:56 PM, Lin Ma <[EMAIL PROTECTED]> wrote: >> > Harsh, thanks for the detailed information. >> > >> > Two more comments, >> > >> > 1. I want to confirm my understanding is correct. At the beginning >> > client >> > cache has nothing, when it issue request for a table, if the region >> > server >> > location is not known, it will request from root META region to get >> > region >> > server information step by step, then cache the region server >> > information. >> > If cache already contain the requested region information, it will use >> > directly from cache. In this way, cache grows when cache miss for >> > requested >> > region information; >> >> You have it correct now. Region locations are cached only if they are >> not available. And they are cached on need-basis, not all at once. >> >> > 2. "far outweighs the other items it caches (scan results, etc.)", you >> > mean >> > GET API of HBase cache results? Sorry I am not aware of this feature >> > before. >> > How the results are cached, and whether we can control it (supposing a >> > client is doing random read pattern, we do not want to cache information >> > since each read may be unique row-key access)? Appreciate if you could >> > point >> > me to some more detailed information. >> >> Am speaking of Scanner value caching, not Gets exactly. See more about >> Scanner (client) caching at >> http://hbase.apache.org/book.html#perf.hbase.client.caching >> >> > regards, >> > Lin >> > >> > >> > On Thu, Aug 23, 2012 at 9:35 PM, Harsh J <[EMAIL PROTECTED]> wrote: >> >> >> >> Hi Lin, >> >> >> >> On Thu, Aug 23, 2012 at 4:31 PM, Lin Ma <[EMAIL PROTECTED]> wrote: >> >> > Thank you Abhishek, >> >> > >> >> > Two more comments, >> >> > >> >> > -- "Client only caches information as needed for its queries and not >> >> > necessarily for 'all' region servers." -- how did client know which >> >> > region >> >> > server information is necessary to be cached in current HBase >> >> > implementation? >> >> >> >> What Abhishek meant here is that it caches only the needed table's >> >> rows from META. It also only caches the specific region required for >> >> the row you're looking up/operating on, AFAICT. >> >> >> >> > -- When the client loads region server information for the first >> >> > time? >> >> > Did >> >> > client persistent cache information at client side about region >> >> > server >> >> > information? >> >> >> >> The client loads up regionserver information for a table, when it is >> >> requested to perform an operation on that table (on a specific row or >> >> the whole). It does not immediately, upon initialization, cache the >> >> whole of META's contents. >> >> Harsh J
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Re: client cache for all region server information?Lin Ma 2012-08-28, 03:39
Thanks Harsh,
A two more comments / thoughts, 1. For mapper: mapper normally runs on the same regional server which owns the row-key range for the mapper input because of locality reasons (I am not 100% confident whether it is always true mapper always runs on the same region server, please feel free to correct me if I am wrong) -- so it is already local I/O, is there big benefit to return 500 at one time? Could you show me an example when there is big benefit? 2. For reducer: we could also use Scan object, and it works in the same way of Mapper? I have this confusion since normally reducer writes to HBase, could you show me an example when we need to read HBase in Reducer by using Scan? 3. What means RS in your reply? 4. For non map-reduce job (e.g. when using HBase GET API directly), any kinds of similar batch function which HBase provides or 3rd party provides? regards, Lin On Mon, Aug 27, 2012 at 11:55 PM, Harsh J <[EMAIL PROTECTED]> wrote: > Not necessarily consecutive, unless the request itself is so. It only > returns 500 rows that match the user's request. > > User's request of a specific row-range and filters are usually > embedded into the Scan object, sent to the RS. Whatever is accumulated > as the result of the Scan operation (server-side) is accumulated in > sizes of 500 rows and returned in one Scanner.next() call from the > client. > > Does this clear it up Lin? > > On Mon, Aug 27, 2012 at 8:40 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > > Hi Harsh, > > > > I read through the document you referred, for the below comment, I am > > confused. Major confusion is, does it mean HBase will transfer > consecutive > > 500 rows to client (supposing client mapper want row with row-key 100, > Hbase > > will return row-key from 100 to 600 at one time to client, similar to > batch > > read?), how to ensure such 500 rows are all desired input for client > mapper > > job (e.g. how do HBase know client mapper job wants row-key from 101 to > > 600)? > > > > "Using the default value means that the map-task will make call back to > the > > region-server for every record processed. Setting this value to 500, for > > example, will transfer 500 rows at a time to the client to be processed." > > > > regards, > > Lin > > > > > > On Thu, Aug 23, 2012 at 11:37 PM, Harsh J <[EMAIL PROTECTED]> wrote: > >> > >> Hi Lin, > >> > >> On Thu, Aug 23, 2012 at 7:56 PM, Lin Ma <[EMAIL PROTECTED]> wrote: > >> > Harsh, thanks for the detailed information. > >> > > >> > Two more comments, > >> > > >> > 1. I want to confirm my understanding is correct. At the beginning > >> > client > >> > cache has nothing, when it issue request for a table, if the region > >> > server > >> > location is not known, it will request from root META region to get > >> > region > >> > server information step by step, then cache the region server > >> > information. > >> > If cache already contain the requested region information, it will use > >> > directly from cache. In this way, cache grows when cache miss for > >> > requested > >> > region information; > >> > >> You have it correct now. Region locations are cached only if they are > >> not available. And they are cached on need-basis, not all at once. > >> > >> > 2. "far outweighs the other items it caches (scan results, etc.)", you > >> > mean > >> > GET API of HBase cache results? Sorry I am not aware of this feature > >> > before. > >> > How the results are cached, and whether we can control it (supposing a > >> > client is doing random read pattern, we do not want to cache > information > >> > since each read may be unique row-key access)? Appreciate if you could > >> > point > >> > me to some more detailed information. > >> > >> Am speaking of Scanner value caching, not Gets exactly. See more about > >> Scanner (client) caching at > >> http://hbase.apache.org/book.html#perf.hbase.client.caching > >> > >> > regards, > >> > Lin > >> > > >> > > >> > On Thu, Aug 23, 2012 at 9:35 PM, Harsh J <[EMAIL PROTECTED]> wrote:
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Re: client cache for all region server information?Lin Ma 2012-08-28, 11:03
Thanks for the detailed reply, Harsh.
Some further comments / thoughts, 1. For Scan function used in mapper/reducer, supposing we are using 500 size configuration, I am not sure whether the returned 500 items in one batch call must from one region server? Or it could from multiple region servers -- if so, is the underlying implementation smart enough to make one RPC call one region server? 2. For batch-call API you referred below, I am not sure whether it may cross multiple region server? 3. Supposing we call batch-call API, what are the performance benefits (I am not sure whether underlying implementation is simple -- just wrapping individual calls one by one, or more fancy implementations -- wrap one RPC call when accessing one region server)? 4. One minor comments about wording about this twiki => http://hbase.apache.org/book.html#perf.hbase.client.caching, I think Scan function means batch retrieve items, it does not mean caching (using the word caching is confusing, since caching makes me think about reuse something next time without doing again, but actually when next time we Scan, region server still need to fetch 500 items again). Please feel free to correct me if I am wrong. regards, Lin On Tue, Aug 28, 2012 at 2:41 PM, Harsh J <[EMAIL PROTECTED]> wrote: > Lin, > > On Tue, Aug 28, 2012 at 9:09 AM, Lin Ma <[EMAIL PROTECTED]> wrote: > > Thanks Harsh, > > > > A two more comments / thoughts, > > > > 1. For mapper: mapper normally runs on the same regional server which > owns > > the row-key range for the mapper input because of locality reasons (I am > not > > 100% confident whether it is always true mapper always runs on the same > > region server, please feel free to correct me if I am wrong) -- so it is > > already local I/O, is there big benefit to return 500 at one time? Could > you > > show me an example when there is big benefit? > > The data locality of MR tasks when speaking with HBase services is > slightly different than if it were speaking with HDFS services. > > We do try to get MR to schedule RS-local maps to avoid extra network > transfer of rows, but the TableInputFormat still reads from the > RegionServer and not the HDFS underneath it (i.e. the RegionServer is > the one that reads HDFS blocks, not the client task). So a 500-caching > per RPC next() call still makes sense, since the client isn't exactly > reading the data directly from the local files or the memstore, and > its rather requesting the RS to read it on its behalf and requests > data row-by-row from it or in batches. > > > 2. For reducer: we could also use Scan object, and it works in the same > way > > of Mapper? I have this confusion since normally reducer writes to HBase, > > could you show me an example when we need to read HBase in Reducer by > using > > Scan? > > I think (1) should explain this? > > > 3. What means RS in your reply? > > Sorry, by RS I meant the RegionServer. > > > 4. For non map-reduce job (e.g. when using HBase GET API directly), any > > kinds of similar batch function which HBase provides or 3rd party > provides? > > The batching is for the scanner function of HBase's client APIs. For > Gets or Multi-Gets, since the results may span several different > regions (And hence different region servers), caching in this manner > isn't exactly possible, hence there is just a batch-call APIs for a > list of requests, as seen at > http://hbase.apache.org/apidocs/org/apache/hadoop/hbase/client/HTable.html > . > > > On Mon, Aug 27, 2012 at 11:55 PM, Harsh J <[EMAIL PROTECTED]> wrote: > >> > >> Not necessarily consecutive, unless the request itself is so. It only > >> returns 500 rows that match the user's request. > >> > >> User's request of a specific row-range and filters are usually > >> embedded into the Scan object, sent to the RS. Whatever is accumulated > >> as the result of the Scan operation (server-side) is accumulated in > >> sizes of 500 rows and returned in one Scanner.next() call from the > >> client. > >> > > |