Re: Solr-8.1.0 uses much more memory
An interesting supplement to this discussion. The experiment this time was use Solr v8.1, omit the GC_TUNE items, but instead adjust SOLR_HEAP. I had set the heap to 4GB, based on good intentions, and as we have seen Solr v8.1 gobbles it up and does not return a farthing. Thus I tried indexing a large (2600 docs) collection of .pdfs, .ppt, etc files, but with the heap size gradually reduced from 4GB to 1GB. That worked smoothly, and while indexing Solr is consuming about 1.5/1.6GB and working hard. So, if a little is good then less must be better, yes? 512MB is too little and Solr barely starts and then shuts down. 1GB seems to be a safe value for the heap, and no GC_TUNE settings. This is true on my machines for both Oracle jdk 1.8 and openjdk 10. In passing, recommendations on the net suggest watching the action via jconsole (in the Oracle jdk bundle and in the openjdk material). Well, it has pretty pictures and many numbers which are far far away from the basic values we see with top and ps aux | grep solr. Not useful, even less believable if one asks my simple consumption question. So then, this leaves us with the usual question of just how much heap space does a Java app require. The answer seems to be no one really knows, only experiments will reveal practical values. Thus we choose a heap value tested to be safe and observe the persisting use of that value until Solr is restarted and then consumes a smaller amount sufficient for answering queries rather than indexing files. If the openjdk folks get their reduction work (below) into our hands then idle memory may shrink further. In closing, Solr v8.1 has one very nice advantage over its predecessors: indexing speed, about double that of v8.0. Thanks, Joe D. On 27/05/2019 18:38, Joe Doupnik wrote: An interesting note on the memory returning issue for the G1 collector. https://openjdk.java.net/jeps/346 Entitled "JEP 346: Promptly Return Unused Committed Memory from G1" with a summary saying "Enhance the G1 garbage collector to automatically return Java heap memory to the operating system when idle." It goes on to say the following, and more: "Motivation Currently the G1 garbage collector may not return committed Java heap memory to the operating system in a timely manner. G1 only returns memory from the Java heap at either a full GC or during a concurrent cycle. Since G1 tries hard to completely avoid full GCs, and only triggers a concurrent cycle based on Java heap occupancy and allocation activity, it will not return Java heap memory in many cases unless forced to do so externally. This behavior is particularly disadvantageous in container environments where resources are paid by use. Even during phases where the VM only uses a fraction of its assigned memory resources due to inactivity, G1 will retain all of the Java heap. This results in customers paying for all resources all the time, and cloud providers not being able to fully utilize their hardware. If the VM were able to detect phases of Java heap under-utilization ("idle" phases), and automatically reduce its heap usage during that time, both would benefit. Shenandoah and OpenJ9's GenCon collector already provide similar functionality. Tests with a prototype in Bruno et al., section 5.5, shows that based on the real-world utilization of a Tomcat server that serves HTTP requests during the day, and is mostly idle during the night, this solution can reduce the amount of memory committed by the Java VM by 85%." Please read the full web page to have a rounded view of that discussion. Thanks, Joe D. On 27/05/2019 18:17, Joe Doupnik wrote: My comments are inserted in-line this time. Thanks for the amplifications Shawn. On 27/05/2019 17:39, Shawn Heisey wrote: On 5/27/2019 9:49 AM, Joe Doupnik wrote: A few more numbers to contemplate. An experiment here, adding 80 PDF and PPTX files into an empty index. Solr v8.0 regular settings, 1.7GB quiesent memory consumption, 1.9GB while indexing, 2.92 minutes to do the job. Solr v8.0, using GC_TUNE from v8.1 solr.in.sh, 1.1GB quiesent, 1.3GB while indexing, 2.97 minutes. Solr v8.1, regular settings, 4.3GB quiesent, 4.4GB while indexing, 1.67 minutes Solr v8.1, using GC_TUNE from v8.1 solr.in.sh, 1.0GB quiesent, 1.3GB while indexing, 1.53 minutes It is clear that the GC_TUNE settings from v8.1 are beneficial to v8.0, saving about 600MB of memory. That's not small change. Well, the numbers observed here tell a slightly different story: TUNEing can help Solr v8.0. Confirmatory values from other folks would be good to have. The memory concerned is what is taken from the system as real memory, and the rest of the system is directly affected by that. Java can subdivide its part as it wishes. Yes, the TUNE values were from Solr v8.1. To me that says those values are late arriving for v8.0 and prior, but we have
Re: Solr-8.1.0 uses much more memory
An interesting note on the memory returning issue for the G1 collector. https://openjdk.java.net/jeps/346 Entitled "JEP 346: Promptly Return Unused Committed Memory from G1" with a summary saying "Enhance the G1 garbage collector to automatically return Java heap memory to the operating system when idle." It goes on to say the following, and more: "Motivation Currently the G1 garbage collector may not return committed Java heap memory to the operating system in a timely manner. G1 only returns memory from the Java heap at either a full GC or during a concurrent cycle. Since G1 tries hard to completely avoid full GCs, and only triggers a concurrent cycle based on Java heap occupancy and allocation activity, it will not return Java heap memory in many cases unless forced to do so externally. This behavior is particularly disadvantageous in container environments where resources are paid by use. Even during phases where the VM only uses a fraction of its assigned memory resources due to inactivity, G1 will retain all of the Java heap. This results in customers paying for all resources all the time, and cloud providers not being able to fully utilize their hardware. If the VM were able to detect phases of Java heap under-utilization ("idle" phases), and automatically reduce its heap usage during that time, both would benefit. Shenandoah and OpenJ9's GenCon collector already provide similar functionality. Tests with a prototype in Bruno et al., section 5.5, shows that based on the real-world utilization of a Tomcat server that serves HTTP requests during the day, and is mostly idle during the night, this solution can reduce the amount of memory committed by the Java VM by 85%." Please read the full web page to have a rounded view of that discussion. Thanks, Joe D. On 27/05/2019 18:17, Joe Doupnik wrote: My comments are inserted in-line this time. Thanks for the amplifications Shawn. On 27/05/2019 17:39, Shawn Heisey wrote: On 5/27/2019 9:49 AM, Joe Doupnik wrote: A few more numbers to contemplate. An experiment here, adding 80 PDF and PPTX files into an empty index. Solr v8.0 regular settings, 1.7GB quiesent memory consumption, 1.9GB while indexing, 2.92 minutes to do the job. Solr v8.0, using GC_TUNE from v8.1 solr.in.sh, 1.1GB quiesent, 1.3GB while indexing, 2.97 minutes. Solr v8.1, regular settings, 4.3GB quiesent, 4.4GB while indexing, 1.67 minutes Solr v8.1, using GC_TUNE from v8.1 solr.in.sh, 1.0GB quiesent, 1.3GB while indexing, 1.53 minutes It is clear that the GC_TUNE settings from v8.1 are beneficial to v8.0, saving about 600MB of memory. That's not small change. Well, the numbers observed here tell a slightly different story: TUNEing can help Solr v8.0. Confirmatory values from other folks would be good to have. The memory concerned is what is taken from the system as real memory, and the rest of the system is directly affected by that. Java can subdivide its part as it wishes. Yes, the TUNE values were from Solr v8.1. To me that says those values are late arriving for v8.0 and prior, but we have them now and can use them to save system resources. Also, it means that Solr v8.1's GC1 needs more baking time; the new GC is not quite ready for normal production work (to put it mildly). GC tuning will not change the amount of memory the program needs. It *can't* change it. All it can do is affect how the garbage collector works. Different collectors can result in differences in how much memory an outside observer will see allocated, because one may be more aggressive about early collection than the other, but the amount of heap actually required by the program will not change. The commented out GC_TUNE settings in the 8.1 "bin/solr.in.sh" file are the old CMS settings that earlier versions of Solr used. When you tell a Java program that it is allowed to use 4GB of memory, it's going to use that memory. Eventually. Maybe not in three minutes, but eventually. Even the settings that you are seeing use less memory WILL eventually use all of it that they have been allowed. That is the nature of Java. Data here says there is a quiesent consumption value, a higher one during intensive indexing, and a smaller one during routine query handling. The point is the consumption peaks go away, memory is returned to the system. That's what garbage collection is all about. Also clear is that Solr v8.1 is slightly faster than v8.0 when both use those TUNE values. A hidden benefit. Without GC_TUNE settings Solr v8.1 shows its appetite for much memory, several GB's more than v8.0. The CMS collector will be removed from Java at some point in the future. We can't use it any more. Meanwhile we in the field can improve our current systems with the TUNE settings. Solr v8.1 isn't ready yet for that workload, in my opinion. The latency discussion below is in need
Re: Solr-8.1.0 uses much more memory
My comments are inserted in-line this time. Thanks for the amplifications Shawn. On 27/05/2019 17:39, Shawn Heisey wrote: On 5/27/2019 9:49 AM, Joe Doupnik wrote: A few more numbers to contemplate. An experiment here, adding 80 PDF and PPTX files into an empty index. Solr v8.0 regular settings, 1.7GB quiesent memory consumption, 1.9GB while indexing, 2.92 minutes to do the job. Solr v8.0, using GC_TUNE from v8.1 solr.in.sh, 1.1GB quiesent, 1.3GB while indexing, 2.97 minutes. Solr v8.1, regular settings, 4.3GB quiesent, 4.4GB while indexing, 1.67 minutes Solr v8.1, using GC_TUNE from v8.1 solr.in.sh, 1.0GB quiesent, 1.3GB while indexing, 1.53 minutes It is clear that the GC_TUNE settings from v8.1 are beneficial to v8.0, saving about 600MB of memory. That's not small change. Well, the numbers observed here tell a slightly different story: TUNEing can help Solr v8.0. Confirmatory values from other folks would be good to have. The memory concerned is what is taken from the system as real memory, and the rest of the system is directly affected by that. Java can subdivide its part as it wishes. Yes, the TUNE values were from Solr v8.1. To me that says those values are late arriving for v8.0 and prior, but we have them now and can use them to save system resources. Also, it means that Solr v8.1's GC1 needs more baking time; the new GC is not quite ready for normal production work (to put it mildly). GC tuning will not change the amount of memory the program needs. It *can't* change it. All it can do is affect how the garbage collector works. Different collectors can result in differences in how much memory an outside observer will see allocated, because one may be more aggressive about early collection than the other, but the amount of heap actually required by the program will not change. The commented out GC_TUNE settings in the 8.1 "bin/solr.in.sh" file are the old CMS settings that earlier versions of Solr used. When you tell a Java program that it is allowed to use 4GB of memory, it's going to use that memory. Eventually. Maybe not in three minutes, but eventually. Even the settings that you are seeing use less memory WILL eventually use all of it that they have been allowed. That is the nature of Java. Data here says there is a quiesent consumption value, a higher one during intensive indexing, and a smaller one during routine query handling. The point is the consumption peaks go away, memory is returned to the system. That's what garbage collection is all about. Also clear is that Solr v8.1 is slightly faster than v8.0 when both use those TUNE values. A hidden benefit. Without GC_TUNE settings Solr v8.1 shows its appetite for much memory, several GB's more than v8.0. The CMS collector will be removed from Java at some point in the future. We can't use it any more. Meanwhile we in the field can improve our current systems with the TUNE settings. Solr v8.1 isn't ready yet for that workload, in my opinion. The latency discussion below is in need of hard experimental evidence. That does not mean your analysis is incorrect, but rather we simply don't know and ought not make decisions based on such assumptions. I look forward to seeing decent test results. Thanks, Joe D. When you note that for a given sequential process, certain settings accomplishing that process faster, that's a measure of throughput -- how much data is pushed through in a given timeframe. We really don't care about that metric for Solr. We care about latency. Let's say that setting 1 produces a typical processing time per request of 90 milliseconds, and setting 2 produces a typical processing time per request of 100 milliseconds. You might think setting 1 is better. But what if 1 percent of the requests with setting 1 take ten seconds, and EVERY request with setting 2 takes 120 milliseconds or less? As a project, we are going to prefer setting 2. That's not a theoretical situation -- it's how things really work out with different garbage collectors, and it's why Solr has the default settings that it does. Shawn
Re: Solr-8.1.0 uses much more memory
On 5/27/2019 9:49 AM, Joe Doupnik wrote: A few more numbers to contemplate. An experiment here, adding 80 PDF and PPTX files into an empty index. Solr v8.0 regular settings, 1.7GB quiesent memory consumption, 1.9GB while indexing, 2.92 minutes to do the job. Solr v8.0, using GC_TUNE from v8.1 solr.in.sh, 1.1GB quiesent, 1.3GB while indexing, 2.97 minutes. Solr v8.1, regular settings, 4.3GB quiesent, 4.4GB while indexing, 1.67 minutes Solr v8.1, using GC_TUNE from v8.1 solr.in.sh, 1.0GB quiesent, 1.3GB while indexing, 1.53 minutes It is clear that the GC_TUNE settings from v8.1 are beneficial to v8.0, saving about 600MB of memory. That's not small change. GC tuning will not change the amount of memory the program needs. It *can't* change it. All it can do is affect how the garbage collector works. Different collectors can result in differences in how much memory an outside observer will see allocated, because one may be more aggressive about early collection than the other, but the amount of heap actually required by the program will not change. The commented out GC_TUNE settings in the 8.1 "bin/solr.in.sh" file are the old CMS settings that earlier versions of Solr used. When you tell a Java program that it is allowed to use 4GB of memory, it's going to use that memory. Eventually. Maybe not in three minutes, but eventually. Even the settings that you are seeing use less memory WILL eventually use all of it that they have been allowed. That is the nature of Java. Also clear is that Solr v8.1 is slightly faster than v8.0 when both use those TUNE values. A hidden benefit. Without GC_TUNE settings Solr v8.1 shows its appetite for much memory, several GB's more than v8.0. The CMS collector will be removed from Java at some point in the future. We can't use it any more. When you note that for a given sequential process, certain settings accomplishing that process faster, that's a measure of throughput -- how much data is pushed through in a given timeframe. We really don't care about that metric for Solr. We care about latency. Let's say that setting 1 produces a typical processing time per request of 90 milliseconds, and setting 2 produces a typical processing time per request of 100 milliseconds. You might think setting 1 is better. But what if 1 percent of the requests with setting 1 take ten seconds, and EVERY request with setting 2 takes 120 milliseconds or less? As a project, we are going to prefer setting 2. That's not a theoretical situation -- it's how things really work out with different garbage collectors, and it's why Solr has the default settings that it does. Shawn
Re: Solr-8.1.0 uses much more memory
A few more numbers to contemplate. An experiment here, adding 80 PDF and PPTX files into an empty index. Solr v8.0 regular settings, 1.7GB quiesent memory consumption, 1.9GB while indexing, 2.92 minutes to do the job. Solr v8.0, using GC_TUNE from v8.1 solr.in.sh, 1.1GB quiesent, 1.3GB while indexing, 2.97 minutes. Solr v8.1, regular settings, 4.3GB quiesent, 4.4GB while indexing, 1.67 minutes Solr v8.1, using GC_TUNE from v8.1 solr.in.sh, 1.0GB quiesent, 1.3GB while indexing, 1.53 minutes It is clear that the GC_TUNE settings from v8.1 are beneficial to v8.0, saving about 600MB of memory. That's not small change. Also clear is that Solr v8.1 is slightly faster than v8.0 when both use those TUNE values. A hidden benefit. Without GC_TUNE settings Solr v8.1 shows its appetite for much memory, several GB's more than v8.0. Because those TUNE settings can make an improvment to Solr v8.0 it would be beneficial to have the documentation discuss that usage. Meanwhile, the memory consumption problem remains as discussed. On the overfeeding part of things. The classical approach is pipeline the work and between each stage have a go/stop sign to throttle traffic (a road crossing lollypop lady, if you like). Such signs could be set when a regional thread consumption is reached, or similar resource limit encountered. This permits one stage to stop listening while the work continues within it and many other stages, and then the sign changes to go and the regional flow resumes. We see this in common road/people traffic situations etc every day. It's nicely asynchronous and does not need a complicated (nor any) master controller. The key is have limits based on sound engineering criteria, and yes, that might mean having a few sets of them for different operating situations and the customer chooses appropriately. Thanks, Joe D. On 27/05/2019 11:05, Joe Doupnik wrote: You are certainly correct about using external load balancers when appropriate. However, a basic problem with servers, that of accepting more incoming items than can be handled gracefully is as we know an age-old one and solved by back pressure methods (particularly hard limits). My experience with Solr suggests that parts (say Tika) are being too nice to incoming material, letting too many items enter the application, consume resources, and so forth which then become awkward to handle (see the locks item discussion cited earlier). Entry ought to be blocked until the processing structure declares that resources are available to accept new entries (a full but not overfull pipeline). Those internal issues, locks, memory and similar, are resolvable when limits are imposed. Also, with limits then your mentioned load balancers stand a chance of sensing when a particular server is currently not accepting new requests. Establishing limits does take some creative thinking about how the system as a whole is constructed. I brought up the overload case because it pertains to this main memory management thread. Thanks, Joe D. On 27/05/2019 10:21, Bernd Fehling wrote: I think it is not fair blaiming Solr not also having a load balancer. It is up to you and your needs to set up the required infrastucture including load balancing. The are many products available on the market. If your current system can't handle all requests then install more replicas. Regards Bernd Am 27.05.19 um 10:33 schrieb Joe Doupnik: While on the topic of resource consumption and locks etc, there is one other aspect to which Solr has been vulnerable. It is failing to fend off too many requests at one time. The standard approach is, of course, named back pressure, such as not replying to a query until resources permit and thus keeping competion outside of the application. That limits resource consumption, including locks, memory and sundry, while permiting normal work within to progress smoothly. Let the crowds coming to a hit show queue in the rain outside the theatre until empty seats become available. On 27/05/2019 08:52, Joe Doupnik wrote: Generalizations tend to fail when confronted with conflicting evidence. The simple evidence is asking how much real memory the Solr owned process has been allocated (top, or ps aux or similar) and that yields two very different values (the ~1.6GB of Solr v8.0 and 4.5+GB of Solr v8.1). I have no knowledge of how Java chooses to name its usage (heap or otherwise). Prior to v8.1 Solr memory consumption varied with activity, thus memory management was occuring, memory was borrowed from and returned to the system. What might be happening in Solr v8.1 is the new memory management code is failing to do a proper job, for reasons which are not visible to us in the field, and that failure is important to us. In regard to the referenced lock discussion, it would be a good idea to not let the tail wag the dog, tend the common cases and live with
Re: Solr-8.1.0 uses much more memory
Solr really should use a limited pool for handling external requests. We’ve driven it into OOM a few times with too much traffic, just creating a useless number of threads. But that requires separate pools for external requests and cluster-internal requests, which would probably require separate ports for external and internal. We’ve considered running a local copy of nginx on each server, exposing that different port as the external port, and using nginx to limit traffic. But Solr really should not create thousands of internal threads then fall over. That is just dumb. wunder Walter Underwood wun...@wunderwood.org http://observer.wunderwood.org/ (my blog) > On May 27, 2019, at 3:05 AM, Joe Doupnik wrote: > > You are certainly correct about using external load balancers when > appropriate. However, a basic problem with servers, that of accepting more > incoming items than can be handled gracefully is as we know an age-old one > and solved by back pressure methods (particularly hard limits). My experience > with Solr suggests that parts (say Tika) are being too nice to incoming > material, letting too many items enter the application, consume resources, > and so forth which then become awkward to handle (see the locks item > discussion cited earlier). Entry ought to be blocked until the processing > structure declares that resources are available to accept new entries (a full > but not overfull pipeline). Those internal issues, locks, memory and similar, > are resolvable when limits are imposed. Also, with limits then your mentioned > load balancers stand a chance of sensing when a particular server is > currently not accepting new requests. Establishing limits does take some > creative thinking about how the system as a whole is constructed. > I brought up the overload case because it pertains to this main memory > management thread. > Thanks, > Joe D. > > On 27/05/2019 10:21, Bernd Fehling wrote: >> I think it is not fair blaiming Solr not also having a load balancer. >> It is up to you and your needs to set up the required infrastucture >> including load balancing. The are many products available on the market. >> If your current system can't handle all requests then install more replicas. >> >> Regards >> Bernd >> >> Am 27.05.19 um 10:33 schrieb Joe Doupnik: >>> While on the topic of resource consumption and locks etc, there is one >>> other aspect to which Solr has been vulnerable. It is failing to fend off >>> too many requests at one time. The standard approach is, of course, named >>> back pressure, such as not replying to a query until resources permit and >>> thus keeping competion outside of the application. That limits resource >>> consumption, including locks, memory and sundry, while permiting normal >>> work within to progress smoothly. Let the crowds coming to a hit show queue >>> in the rain outside the theatre until empty seats become available. >>> >>> On 27/05/2019 08:52, Joe Doupnik wrote: Generalizations tend to fail when confronted with conflicting evidence. The simple evidence is asking how much real memory the Solr owned process has been allocated (top, or ps aux or similar) and that yields two very different values (the ~1.6GB of Solr v8.0 and 4.5+GB of Solr v8.1). I have no knowledge of how Java chooses to name its usage (heap or otherwise). Prior to v8.1 Solr memory consumption varied with activity, thus memory management was occuring, memory was borrowed from and returned to the system. What might be happening in Solr v8.1 is the new memory management code is failing to do a proper job, for reasons which are not visible to us in the field, and that failure is important to us. In regard to the referenced lock discussion, it would be a good idea to not let the tail wag the dog, tend the common cases and live with a few corner case difficulties because perfection is not possible. Thanks, Joe D. On 26/05/2019 20:30, Shawn Heisey wrote: > On 5/26/2019 12:52 PM, Joe Doupnik wrote: >> I do queries while indexing, have done so for a long time, without >> difficulty nor memory usage spikes from dual use. The system has been >> designed to support that. >> Again, one may look at the numbers using "top" or similar. Try Solr >> v8.0 and 8.1 to see the difference which I experience here. For >> reference, the only memory adjustables set in my configuration is in the >> Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS >> list and setting SOLR_HEAP="4024m". > > There is one significant difference between 8.0 and 8.1 in the realm of > memory management -- we have switched from the CMS garbage collector to > the G1 collector. So the way that Java manages the heap has changed. > This was done because the CMS collector is slated for
Re: Solr-8.1.0 uses much more memory
You are certainly correct about using external load balancers when appropriate. However, a basic problem with servers, that of accepting more incoming items than can be handled gracefully is as we know an age-old one and solved by back pressure methods (particularly hard limits). My experience with Solr suggests that parts (say Tika) are being too nice to incoming material, letting too many items enter the application, consume resources, and so forth which then become awkward to handle (see the locks item discussion cited earlier). Entry ought to be blocked until the processing structure declares that resources are available to accept new entries (a full but not overfull pipeline). Those internal issues, locks, memory and similar, are resolvable when limits are imposed. Also, with limits then your mentioned load balancers stand a chance of sensing when a particular server is currently not accepting new requests. Establishing limits does take some creative thinking about how the system as a whole is constructed. I brought up the overload case because it pertains to this main memory management thread. Thanks, Joe D. On 27/05/2019 10:21, Bernd Fehling wrote: I think it is not fair blaiming Solr not also having a load balancer. It is up to you and your needs to set up the required infrastucture including load balancing. The are many products available on the market. If your current system can't handle all requests then install more replicas. Regards Bernd Am 27.05.19 um 10:33 schrieb Joe Doupnik: While on the topic of resource consumption and locks etc, there is one other aspect to which Solr has been vulnerable. It is failing to fend off too many requests at one time. The standard approach is, of course, named back pressure, such as not replying to a query until resources permit and thus keeping competion outside of the application. That limits resource consumption, including locks, memory and sundry, while permiting normal work within to progress smoothly. Let the crowds coming to a hit show queue in the rain outside the theatre until empty seats become available. On 27/05/2019 08:52, Joe Doupnik wrote: Generalizations tend to fail when confronted with conflicting evidence. The simple evidence is asking how much real memory the Solr owned process has been allocated (top, or ps aux or similar) and that yields two very different values (the ~1.6GB of Solr v8.0 and 4.5+GB of Solr v8.1). I have no knowledge of how Java chooses to name its usage (heap or otherwise). Prior to v8.1 Solr memory consumption varied with activity, thus memory management was occuring, memory was borrowed from and returned to the system. What might be happening in Solr v8.1 is the new memory management code is failing to do a proper job, for reasons which are not visible to us in the field, and that failure is important to us. In regard to the referenced lock discussion, it would be a good idea to not let the tail wag the dog, tend the common cases and live with a few corner case difficulties because perfection is not possible. Thanks, Joe D. On 26/05/2019 20:30, Shawn Heisey wrote: On 5/26/2019 12:52 PM, Joe Doupnik wrote: I do queries while indexing, have done so for a long time, without difficulty nor memory usage spikes from dual use. The system has been designed to support that. Again, one may look at the numbers using "top" or similar. Try Solr v8.0 and 8.1 to see the difference which I experience here. For reference, the only memory adjustables set in my configuration is in the Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS list and setting SOLR_HEAP="4024m". There is one significant difference between 8.0 and 8.1 in the realm of memory management -- we have switched from the CMS garbage collector to the G1 collector. So the way that Java manages the heap has changed. This was done because the CMS collector is slated for removal from Java. https://issues.apache.org/jira/browse/SOLR-13394 Java is unlike other programs in one respect -- once it allocates heap from the OS, it never gives it back. This behavior has given Java an undeserved reputation as a memory hog ... but in fact Java's overall memory usage can be very easily limited ... an option that many other programs do NOT have. In your configuration, you set the max heap to a little less than 4GB. You have to expect that it *WILL* use that memory. By using the SOLR_HEAP variable, you have instructed Solr's startup script to use the same setting for the minimum heap as well as the maximum heap. This is the design intent. If you want to know how much heap is being used, you can't ask the operating system, which means tools like top. You have to ask Java. And you will have to look at a long-term graph, finding the low points. An instananeous look at Java's heap usage could show you that the whole heap is allocated ... but a
Re: Solr-8.1.0 uses much more memory
I think it is not fair blaiming Solr not also having a load balancer. It is up to you and your needs to set up the required infrastucture including load balancing. The are many products available on the market. If your current system can't handle all requests then install more replicas. Regards Bernd Am 27.05.19 um 10:33 schrieb Joe Doupnik: While on the topic of resource consumption and locks etc, there is one other aspect to which Solr has been vulnerable. It is failing to fend off too many requests at one time. The standard approach is, of course, named back pressure, such as not replying to a query until resources permit and thus keeping competion outside of the application. That limits resource consumption, including locks, memory and sundry, while permiting normal work within to progress smoothly. Let the crowds coming to a hit show queue in the rain outside the theatre until empty seats become available. On 27/05/2019 08:52, Joe Doupnik wrote: Generalizations tend to fail when confronted with conflicting evidence. The simple evidence is asking how much real memory the Solr owned process has been allocated (top, or ps aux or similar) and that yields two very different values (the ~1.6GB of Solr v8.0 and 4.5+GB of Solr v8.1). I have no knowledge of how Java chooses to name its usage (heap or otherwise). Prior to v8.1 Solr memory consumption varied with activity, thus memory management was occuring, memory was borrowed from and returned to the system. What might be happening in Solr v8.1 is the new memory management code is failing to do a proper job, for reasons which are not visible to us in the field, and that failure is important to us. In regard to the referenced lock discussion, it would be a good idea to not let the tail wag the dog, tend the common cases and live with a few corner case difficulties because perfection is not possible. Thanks, Joe D. On 26/05/2019 20:30, Shawn Heisey wrote: On 5/26/2019 12:52 PM, Joe Doupnik wrote: I do queries while indexing, have done so for a long time, without difficulty nor memory usage spikes from dual use. The system has been designed to support that. Again, one may look at the numbers using "top" or similar. Try Solr v8.0 and 8.1 to see the difference which I experience here. For reference, the only memory adjustables set in my configuration is in the Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS list and setting SOLR_HEAP="4024m". There is one significant difference between 8.0 and 8.1 in the realm of memory management -- we have switched from the CMS garbage collector to the G1 collector. So the way that Java manages the heap has changed. This was done because the CMS collector is slated for removal from Java. https://issues.apache.org/jira/browse/SOLR-13394 Java is unlike other programs in one respect -- once it allocates heap from the OS, it never gives it back. This behavior has given Java an undeserved reputation as a memory hog ... but in fact Java's overall memory usage can be very easily limited ... an option that many other programs do NOT have. In your configuration, you set the max heap to a little less than 4GB. You have to expect that it *WILL* use that memory. By using the SOLR_HEAP variable, you have instructed Solr's startup script to use the same setting for the minimum heap as well as the maximum heap. This is the design intent. If you want to know how much heap is being used, you can't ask the operating system, which means tools like top. You have to ask Java. And you will have to look at a long-term graph, finding the low points. An instananeous look at Java's heap usage could show you that the whole heap is allocated ... but a significant part of that allocation could be garbage, which becomes available once the garbage is collected. Thanks, Shawn
Re: Solr-8.1.0 uses much more memory
While on the topic of resource consumption and locks etc, there is one other aspect to which Solr has been vulnerable. It is failing to fend off too many requests at one time. The standard approach is, of course, named back pressure, such as not replying to a query until resources permit and thus keeping competion outside of the application. That limits resource consumption, including locks, memory and sundry, while permiting normal work within to progress smoothly. Let the crowds coming to a hit show queue in the rain outside the theatre until empty seats become available. On 27/05/2019 08:52, Joe Doupnik wrote: Generalizations tend to fail when confronted with conflicting evidence. The simple evidence is asking how much real memory the Solr owned process has been allocated (top, or ps aux or similar) and that yields two very different values (the ~1.6GB of Solr v8.0 and 4.5+GB of Solr v8.1). I have no knowledge of how Java chooses to name its usage (heap or otherwise). Prior to v8.1 Solr memory consumption varied with activity, thus memory management was occuring, memory was borrowed from and returned to the system. What might be happening in Solr v8.1 is the new memory management code is failing to do a proper job, for reasons which are not visible to us in the field, and that failure is important to us. In regard to the referenced lock discussion, it would be a good idea to not let the tail wag the dog, tend the common cases and live with a few corner case difficulties because perfection is not possible. Thanks, Joe D. On 26/05/2019 20:30, Shawn Heisey wrote: On 5/26/2019 12:52 PM, Joe Doupnik wrote: I do queries while indexing, have done so for a long time, without difficulty nor memory usage spikes from dual use. The system has been designed to support that. Again, one may look at the numbers using "top" or similar. Try Solr v8.0 and 8.1 to see the difference which I experience here. For reference, the only memory adjustables set in my configuration is in the Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS list and setting SOLR_HEAP="4024m". There is one significant difference between 8.0 and 8.1 in the realm of memory management -- we have switched from the CMS garbage collector to the G1 collector. So the way that Java manages the heap has changed. This was done because the CMS collector is slated for removal from Java. https://issues.apache.org/jira/browse/SOLR-13394 Java is unlike other programs in one respect -- once it allocates heap from the OS, it never gives it back. This behavior has given Java an undeserved reputation as a memory hog ... but in fact Java's overall memory usage can be very easily limited ... an option that many other programs do NOT have. In your configuration, you set the max heap to a little less than 4GB. You have to expect that it *WILL* use that memory. By using the SOLR_HEAP variable, you have instructed Solr's startup script to use the same setting for the minimum heap as well as the maximum heap. This is the design intent. If you want to know how much heap is being used, you can't ask the operating system, which means tools like top. You have to ask Java. And you will have to look at a long-term graph, finding the low points. An instananeous look at Java's heap usage could show you that the whole heap is allocated ... but a significant part of that allocation could be garbage, which becomes available once the garbage is collected. Thanks, Shawn
Re: Solr-8.1.0 uses much more memory
Generalizations tend to fail when confronted with conflicting evidence. The simple evidence is asking how much real memory the Solr owned process has been allocated (top, or ps aux or similar) and that yields two very different values (the ~1.6GB of Solr v8.0 and 4.5+GB of Solr v8.1). I have no knowledge of how Java chooses to name its usage (heap or otherwise). Prior to v8.1 Solr memory consumption varied with activity, thus memory management was occuring, memory was borrowed from and returned to the system. What might be happening in Solr v8.1 is the new memory management code is failing to do a proper job, for reasons which are not visible to us in the field, and that failure is important to us. In regard to the referenced lock discussion, it would be a good idea to not let the tail wag the dog, tend the common cases and live with a few corner case difficulties because perfection is not possible. Thanks, Joe D. On 26/05/2019 20:30, Shawn Heisey wrote: On 5/26/2019 12:52 PM, Joe Doupnik wrote: I do queries while indexing, have done so for a long time, without difficulty nor memory usage spikes from dual use. The system has been designed to support that. Again, one may look at the numbers using "top" or similar. Try Solr v8.0 and 8.1 to see the difference which I experience here. For reference, the only memory adjustables set in my configuration is in the Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS list and setting SOLR_HEAP="4024m". There is one significant difference between 8.0 and 8.1 in the realm of memory management -- we have switched from the CMS garbage collector to the G1 collector. So the way that Java manages the heap has changed. This was done because the CMS collector is slated for removal from Java. https://issues.apache.org/jira/browse/SOLR-13394 Java is unlike other programs in one respect -- once it allocates heap from the OS, it never gives it back. This behavior has given Java an undeserved reputation as a memory hog ... but in fact Java's overall memory usage can be very easily limited ... an option that many other programs do NOT have. In your configuration, you set the max heap to a little less than 4GB. You have to expect that it *WILL* use that memory. By using the SOLR_HEAP variable, you have instructed Solr's startup script to use the same setting for the minimum heap as well as the maximum heap. This is the design intent. If you want to know how much heap is being used, you can't ask the operating system, which means tools like top. You have to ask Java. And you will have to look at a long-term graph, finding the low points. An instananeous look at Java's heap usage could show you that the whole heap is allocated ... but a significant part of that allocation could be garbage, which becomes available once the garbage is collected. Thanks, Shawn
Re: Solr-8.1.0 uses much more memory
I'm not sure this issue applies in this situation but it's worth taking a look at: https://issues.apache.org/jira/browse/SOLR-12833?focusedCommentId=16807868=com.atlassian.jira.plugin.system.issuetabpanels%3Acomment-tabpanel#comment-16807868 Although the memory issue in the ticket involves different versions than I think are being discussed. It's good to understand that this issue exists and that it's resolved going forward. Also because the way that this issue is attached to the original ticket that caused the bug, rather than a new bug report, it's very hard to know that this problem actually existed. Joel Bernstein http://joelsolr.blogspot.com/ On Sun, May 26, 2019 at 3:30 PM Shawn Heisey wrote: > On 5/26/2019 12:52 PM, Joe Doupnik wrote: > > I do queries while indexing, have done so for a long time, without > > difficulty nor memory usage spikes from dual use. The system has been > > designed to support that. > > Again, one may look at the numbers using "top" or similar. Try Solr > > v8.0 and 8.1 to see the difference which I experience here. For > > reference, the only memory adjustables set in my configuration is in the > > Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS > > list and setting SOLR_HEAP="4024m". > > There is one significant difference between 8.0 and 8.1 in the realm of > memory management -- we have switched from the CMS garbage collector to > the G1 collector. So the way that Java manages the heap has changed. > This was done because the CMS collector is slated for removal from Java. > > https://issues.apache.org/jira/browse/SOLR-13394 > > Java is unlike other programs in one respect -- once it allocates heap > from the OS, it never gives it back. This behavior has given Java an > undeserved reputation as a memory hog ... but in fact Java's overall > memory usage can be very easily limited ... an option that many other > programs do NOT have. > > In your configuration, you set the max heap to a little less than 4GB. > You have to expect that it *WILL* use that memory. By using the > SOLR_HEAP variable, you have instructed Solr's startup script to use the > same setting for the minimum heap as well as the maximum heap. This is > the design intent. > > If you want to know how much heap is being used, you can't ask the > operating system, which means tools like top. You have to ask Java. > And you will have to look at a long-term graph, finding the low points. > An instananeous look at Java's heap usage could show you that the whole > heap is allocated ... but a significant part of that allocation could be > garbage, which becomes available once the garbage is collected. > > Thanks, > Shawn >
Re: Solr-8.1.0 uses much more memory
On 5/26/2019 12:52 PM, Joe Doupnik wrote: I do queries while indexing, have done so for a long time, without difficulty nor memory usage spikes from dual use. The system has been designed to support that. Again, one may look at the numbers using "top" or similar. Try Solr v8.0 and 8.1 to see the difference which I experience here. For reference, the only memory adjustables set in my configuration is in the Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS list and setting SOLR_HEAP="4024m". There is one significant difference between 8.0 and 8.1 in the realm of memory management -- we have switched from the CMS garbage collector to the G1 collector. So the way that Java manages the heap has changed. This was done because the CMS collector is slated for removal from Java. https://issues.apache.org/jira/browse/SOLR-13394 Java is unlike other programs in one respect -- once it allocates heap from the OS, it never gives it back. This behavior has given Java an undeserved reputation as a memory hog ... but in fact Java's overall memory usage can be very easily limited ... an option that many other programs do NOT have. In your configuration, you set the max heap to a little less than 4GB. You have to expect that it *WILL* use that memory. By using the SOLR_HEAP variable, you have instructed Solr's startup script to use the same setting for the minimum heap as well as the maximum heap. This is the design intent. If you want to know how much heap is being used, you can't ask the operating system, which means tools like top. You have to ask Java. And you will have to look at a long-term graph, finding the low points. An instananeous look at Java's heap usage could show you that the whole heap is allocated ... but a significant part of that allocation could be garbage, which becomes available once the garbage is collected. Thanks, Shawn
Re: Solr-8.1.0 uses much more memory
I do queries while indexing, have done so for a long time, without difficulty nor memory usage spikes from dual use. The system has been designed to support that. Again, one may look at the numbers using "top" or similar. Try Solr v8.0 and 8.1 to see the difference which I experience here. For reference, the only memory adjustables set in my configuration is in the Solr startup script solr.in.sh saying add "-Xss1024k" in the SOLR_OPTS list and setting SOLR_HEAP="4024m". Thanks, Joe D. On 26/05/2019 19:43, Jörn Franke wrote: I think this is also a very risky memory strategy. What happens if you Index and query at the same time etc. maybe it is more worth to provide as much memory as for concurrent operations are needed. This includes JVM memory but also the disk caches. Am 26.05.2019 um 20:38 schrieb Joe Doupnik : On 26/05/2019 19:15, Joe Doupnik wrote: On 26/05/2019 19:08, Shawn Heisey wrote: On 5/25/2019 9:40 AM, Joe Doupnik wrote: Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. If Solr is using 4 to 5 GB of memory on your system, it is only doing that because you told it that it was allowed to. If you run a Java program with a minimum heap that's smaller than the max heap, which Solr does not do by default, then what you will find is that Java *might* stay lower than the maximum for a while. But eventually it WILL allocate the entire maximum heap from the OS, plus some extra for Java itself to work with. Solr 8.0 and Solr 8.1 are not different from each other in this regard. Thanks, Shawn Not to be argumentative, prior to Solr v8.1 quiesent resident memory remained at about the 1.6GB level, and during active indexing it could exceed 3.5GB. With the same configuration settings Solr v8.1 changes that to use _a lot_ more memory. Thus something significant has changed with Solr v8.1 when compared to its predecessors. The question is what, and what can we do about it. I am not about to enter a guessing game with Solr and Java and its heap usage. That is far to complex to hope to win. Thus, something changed, for the worse here in the field, and I do not know what. Thanks, Joe D. --- If I were forced to guess about this situation it woud be to flag an item mentioned vaguely in passing: the garbage collector. How to return it to status quo ante is not known here. Presumably such a step would be covered in the yet to appear documentation for Solr v8.1 To add a little more to the story. Memory remained at the 1.6GB level except when doing heavy indexing. To "adjust" Solr so that it always consumes too much, as at present, is not acceptable, nor is acceptable risking trouble by setting an upper limit down to say 1.6GB and thence cause indexing to fail. We see the dilemna. Expert assistance is needed to resolve this. Thanks, Joe D.
Re: Solr-8.1.0 uses much more memory
On 26/05/2019 19:38, Jörn Franke wrote: Different garbage collector configuration? It does not mean that Solr uses more memory if it is occupied - it could also mean that the JVM just kept it reserved for future memory needs. Am 25.05.2019 um 17:40 schrieb Joe Doupnik : Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. Thanks, Joe D. --- The garbage collector was on my mind as well (in a msg sent just before yours). These numbers are easy to verify, just by using "top". They say allocated, meaning Java owns it, no matter what Java does with it. Java does not own the machine; there are other useful activities to tend as well. Let's find the problem and cure it. Thanks, Joe D.
Re: Solr-8.1.0 uses much more memory
I think this is also a very risky memory strategy. What happens if you Index and query at the same time etc. maybe it is more worth to provide as much memory as for concurrent operations are needed. This includes JVM memory but also the disk caches. > Am 26.05.2019 um 20:38 schrieb Joe Doupnik : > >> On 26/05/2019 19:15, Joe Doupnik wrote: >>> On 26/05/2019 19:08, Shawn Heisey wrote: On 5/25/2019 9:40 AM, Joe Doupnik wrote: Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. >>> >>> If Solr is using 4 to 5 GB of memory on your system, it is only doing that >>> because you told it that it was allowed to. >>> >>> If you run a Java program with a minimum heap that's smaller than the max >>> heap, which Solr does not do by default, then what you will find is that >>> Java *might* stay lower than the maximum for a while. But eventually it >>> WILL allocate the entire maximum heap from the OS, plus some extra for Java >>> itself to work with. Solr 8.0 and Solr 8.1 are not different from each >>> other in this regard. >>> >>> Thanks, >>> Shawn >> >> Not to be argumentative, prior to Solr v8.1 quiesent resident memory >> remained at about the 1.6GB level, and during active indexing it could >> exceed 3.5GB. With the same configuration settings Solr v8.1 changes that to >> use _a lot_ more memory. Thus something significant has changed with Solr >> v8.1 when compared to its predecessors. The question is what, and what can >> we do about it. >> I am not about to enter a guessing game with Solr and Java and its heap >> usage. That is far to complex to hope to win. >> Thus, something changed, for the worse here in the field, and I do not >> know what. >> Thanks, >> Joe D. > --- > If I were forced to guess about this situation it woud be to flag an item > mentioned vaguely in passing: the garbage collector. How to return it to > status quo ante is not known here. Presumably such a step would be covered in > the yet to appear documentation for Solr v8.1 > To add a little more to the story. Memory remained at the 1.6GB level > except when doing heavy indexing. To "adjust" Solr so that it always consumes > too much, as at present, is not acceptable, nor is acceptable risking trouble > by setting an upper limit down to say 1.6GB and thence cause indexing to fail. > We see the dilemna. Expert assistance is needed to resolve this. > Thanks, > Joe D.
Re: Solr-8.1.0 uses much more memory
On 26/05/2019 19:15, Joe Doupnik wrote: On 26/05/2019 19:08, Shawn Heisey wrote: On 5/25/2019 9:40 AM, Joe Doupnik wrote: Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. If Solr is using 4 to 5 GB of memory on your system, it is only doing that because you told it that it was allowed to. If you run a Java program with a minimum heap that's smaller than the max heap, which Solr does not do by default, then what you will find is that Java *might* stay lower than the maximum for a while. But eventually it WILL allocate the entire maximum heap from the OS, plus some extra for Java itself to work with. Solr 8.0 and Solr 8.1 are not different from each other in this regard. Thanks, Shawn Not to be argumentative, prior to Solr v8.1 quiesent resident memory remained at about the 1.6GB level, and during active indexing it could exceed 3.5GB. With the same configuration settings Solr v8.1 changes that to use _a lot_ more memory. Thus something significant has changed with Solr v8.1 when compared to its predecessors. The question is what, and what can we do about it. I am not about to enter a guessing game with Solr and Java and its heap usage. That is far to complex to hope to win. Thus, something changed, for the worse here in the field, and I do not know what. Thanks, Joe D. --- If I were forced to guess about this situation it woud be to flag an item mentioned vaguely in passing: the garbage collector. How to return it to status quo ante is not known here. Presumably such a step would be covered in the yet to appear documentation for Solr v8.1 To add a little more to the story. Memory remained at the 1.6GB level except when doing heavy indexing. To "adjust" Solr so that it always consumes too much, as at present, is not acceptable, nor is acceptable risking trouble by setting an upper limit down to say 1.6GB and thence cause indexing to fail. We see the dilemna. Expert assistance is needed to resolve this. Thanks, Joe D.
Re: Solr-8.1.0 uses much more memory
Different garbage collector configuration? It does not mean that Solr uses more memory if it is occupied - it could also mean that the JVM just kept it reserved for future memory needs. > Am 25.05.2019 um 17:40 schrieb Joe Doupnik : > > Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 > and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my > systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle > JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have > seen no mention of it in the docs nor forums. > Thanks, > Joe D.
Re: Solr-8.1.0 uses much more memory
On 26/05/2019 19:08, Shawn Heisey wrote: On 5/25/2019 9:40 AM, Joe Doupnik wrote: Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. If Solr is using 4 to 5 GB of memory on your system, it is only doing that because you told it that it was allowed to. If you run a Java program with a minimum heap that's smaller than the max heap, which Solr does not do by default, then what you will find is that Java *might* stay lower than the maximum for a while. But eventually it WILL allocate the entire maximum heap from the OS, plus some extra for Java itself to work with. Solr 8.0 and Solr 8.1 are not different from each other in this regard. Thanks, Shawn Not to be argumentative, prior to Solr v8.1 quiesent resident memory remained at about the 1.6GB level, and during active indexing it could exceed 3.5GB. With the same configuration settings Solr v8.1 changes that to use _a lot_ more memory. Thus something significant has changed with Solr v8.1 when compared to its predecessors. The question is what, and what can we do about it. I am not about to enter a guessing game with Solr and Java and its heap usage. That is far to complex to hope to win. Thus, something changed, for the worse here in the field, and I do not know what. Thanks, Joe D.
Re: Solr-8.1.0 uses much more memory
On 5/25/2019 9:40 AM, Joe Doupnik wrote: Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. If Solr is using 4 to 5 GB of memory on your system, it is only doing that because you told it that it was allowed to. If you run a Java program with a minimum heap that's smaller than the max heap, which Solr does not do by default, then what you will find is that Java *might* stay lower than the maximum for a while. But eventually it WILL allocate the entire maximum heap from the OS, plus some extra for Java itself to work with. Solr 8.0 and Solr 8.1 are not different from each other in this regard. Thanks, Shawn
Solr-8.1.0 uses much more memory
Comparing memory consumption (real, not virtual) of quiesent Solr v8.0 and prior with Solr v8.1.0 reveals the older versions use about 1.6GB on my systems but v8.1.0 uses 4.5 to 5+GB. Systems used are SUSE Linux, with Oracle JDK v1.8 and openjdk v10. This is a major memory consumption issue. I have seen no mention of it in the docs nor forums. Thanks, Joe D.