[External] : Re: Issues with loop unrolling: better pinned node

Rado Smogura mail at smogura.eu
Thu Sep 2 19:53:38 UTC 2021


Hi Vladimir,


Thank you for feedback.


There was one idea I had previously and I added it here (I surprised it 
works):

* add additional filed TypeTuple _multi_load_adr to Node and set it in 
mixed mode,

* in anti-deps add external loop to do analysis for every address from 
this tuple

Minor changes:

* pass this field to mach node;

* in anti-deps load node has to traverse memory chain (normally this is 
done in Ideal).


I checked it with mixed "mode" operating on int and byte vectors and I 
see storeV (raw / byte[]) gets anit-dep to loadV (raw/int[]), and same 
for storeV(raw/byte[]) - so that's good - as there's interference over raw.


https://github.com/openjdk/panama-vector/compare/vectorIntrinsics+mask...rsmogura:mixed-mode-use-bot-mem-opt-antideps?expand=1


Kind regards,

Rado

On 01.09.2021 15:22, Vladimir Ivanov wrote:
> Interesting idea, Rado! Representing memory effects of 
> mixed/mismatched accesses with TypePtr::BOTTOM does look promising.
>
> Regarding the preferred IR shapes, I'd try to teach alias analysis 
> (Compile::find_alias_type()) and PhaseCFG::insert_anti_dependences() 
> about loads/stores on wide memory (TypePtr::BOTTOM) and see what kind 
> of problems arise to decide how to proceed. I hope there's a way to 
> avoid dummy nodes when representing desired effects.
>
> Best regards,
> Vladimir Ivanov
>
> On 30.08.2021 18:12, Rado Smogura wrote:
>> Hi all,
>>
>>
>> I added one missing thing. I want to build something like this. Would 
>> it make sense?
>>
>>
>>     STORE
>>
>>
>>                                 addr
>>                                   │
>>                                   │
>>           reset_memory()          │
>>              │    ┌───────────────┴────────┐
>>              │    │ CheckCastPP (-> BOT)   │
>>              │    └──────┬─────────────────┘
>>              │           │
>>              ├───────┐   │
>>              │       │   │
>>              │       │   │
>>              │  ┌────┴───┴──────────────────────────┐
>>              │  │            StoreVector            │
>>              │  └───┬───────────────────────────┬───┘
>>              │      │                           │
>>              │      │                           │
>> ┌┴──────┴───────────────────────────┴────────────────────────────┐
>>             │ BOT  RAW byte[]                          │
>>             │ MergeMem                                        │
>> └────────────────────────────────────────────────────────────────┘
>>
>>
>>
>>      LOAD
>>
>>               │
>>               │
>>               ├─────────┐
>>               │         │
>>               │ 
>> ┌───────┴─────────────────────────────────────────────────────┐
>>               │ │ LoadVector 
>> (BOT)                                            │
>>               │ 
>> └───────────────────────┬─────────────────────────┬───────────┘
>>               │                         │ │
>>               │     addr base -> raw │                         │    
>> addr base -> byte[]
>>               │                         │ │
>>               │           ┌─────────────┴─────────┐ 
>> ┌───────────┴───────────┐
>>               │           │DummyStoreV (raw)      │ │DummyStoreV 
>> (byte[])   │ //No-op stores
>>               │           └──────┬────────────────┘ 
>> └──┬────────────────────┘
>>               │                  │                       │
>>               │     ┌────────────┘             ┌─────────┘
>>               │     │                          │
>> ┌─┴─────┴──────────────────────────┴──────────────────────────────┐
>>             │ BOT  RAW byte[]                           │
>>             │ MergeMem                                         │
>> └─────────────────────────────────────────────────────────────────┘
>>
>>
>> DummyStore is "virtual" node inserted after load, intended to emulate 
>> store, and prevent writes / reads to go on the side of load vector 
>> (it fact it more prevents store / load to see through mem-memrge).
>>
>> I did test it with following code.
>>
>> public static void copyMemoryBytes3(ByteBuffer in, ByteBuffer out, 
>> ByteBuffer out2,byte[] arr) {
>>      for (int i=0; i <SPECIES_BYTE.loopBound(in.limit()); i 
>> +=SPECIES_BYTE.vectorByteSize()) {
>>          var v1 = ByteVector.fromByteBuffer(SPECIES_BYTE, in, i, 
>> ByteOrder.nativeOrder());
>>          arr[i] = (byte) i;
>>          var v2 = ByteVector.fromByteBuffer(SPECIES_BYTE, out, i, 
>> ByteOrder.nativeOrder());
>>          v1.intoByteBuffer(out, i, ByteOrder.nativeOrder());
>>      }
>> }
>>
>> Kind regards,
>>
>> Rado
>>
>> On 27.08.2021 20:16, Rado Smogura wrote:
>>> Hi all,
>>>
>>>
>>> I experimented a little bit, and I wonder if this is reasonable, the 
>>> outcome on graphs is as expected, and operations looks like properly 
>>> ordered (but this is my private opinion).
>>>
>>> https://urldefense.com/v3/__https://github.com/rsmogura/panama-vector/commit/755b62823aaed0cddf78e8ccfc60c063bb40779a__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVvmWp1wY$ 
>>>
>>>
>>> Kind regards,
>>>
>>> Rado
>>>
>>> On 19.08.2021 22:26, Rado Smogura wrote:
>>>> I think I answered this question quite simply... it will not work.
>>>>
>>>> On 19.08.2021 18:39, Rado Smogura wrote:
>>>>> Hi all,
>>>>>
>>>>>
>>>>> I hope you have a good day.
>>>>>
>>>>>
>>>>> As still optimizing loops would be good approach, I thought about 
>>>>> optimizing a mixed access with this approach:
>>>>>
>>>>>
>>>>> 1. When mixed access is detected set flag "raw / byte array" mixed 
>>>>> access.
>>>>>
>>>>> 2. Bail out and restart compilation (will happen during first 
>>>>> phases, and only for few methods).
>>>>>
>>>>> 3. Pass a flag to compiler.
>>>>>
>>>>> 4. Modify find_alias_type / flatten_alias_type, so that if byte 
>>>>> array will be queried for alias, raw ptr and raw alias will be used.
>>>>>
>>>>>
>>>>> Kind regards,
>>>>>
>>>>> Rado
>>>>>
>>>>> On 18.08.2021 09:17, Rado Smogura wrote:
>>>>>> Hi Vladimir,
>>>>>>
>>>>>>
>>>>>> Thank you for answer.
>>>>>>
>>>>>>
>>>>>> In fact, it is was an attempt to confirm that memory flow can be 
>>>>>> a cause why loop opts do not work. That's very fair point. I'll 
>>>>>> think about it and maybe I'll be able to come out idea how this 
>>>>>> can be generalized.
>>>>>>
>>>>>>
>>>>>> Kind regards,
>>>>>>
>>>>>> Rado
>>>>>>
>>>>>> On 16.08.2021 15:41, Vladimir Ivanov wrote:
>>>>>>>> I wonder what do you think about something like this [1] - it's 
>>>>>>>> virtually small single class change
>>>>>>>
>>>>>>> Very interesting experiment, Rado! It's encouraging to hear that 
>>>>>>> loop opts immediately benefit from it.
>>>>>>>
>>>>>>> From a architectural perspective, a separate pass to optimize 
>>>>>>> memory graph brings excessive complexity:
>>>>>>>
>>>>>>>   (1) yet another pass over the graph and susceptible to pass 
>>>>>>> ordering issues;
>>>>>>>
>>>>>>>   (2) separate from GVN: you either have to duplicate GVN-based 
>>>>>>> memory optimizations or run new pass with IGVN in a loop until 
>>>>>>> it stabilizes.
>>>>>>>
>>>>>>> IMO the problem you noticed illustrates a general weakness in 
>>>>>>> GVN implementation and that's the place where it should be fixed 
>>>>>>> (ideally).
>>>>>>>
>>>>>>> Best regards,
>>>>>>> Vladimir Ivanov
>>>>>>>
>>>>>>>>
>>>>>>>> This change tries to find unique memory for load node. I 
>>>>>>>> implemented it as separate phase, as optimization may not run 
>>>>>>>> in Ideal method. I think it's ligher than phi split out.
>>>>>>>>
>>>>>>>> Loops has been transformed. RCE started.
>>>>>>>>
>>>>>>>> Kind regards,
>>>>>>>> Rado
>>>>>>>>
>>>>>>>> [1] - 
>>>>>>>> https://urldefense.com/v3/__https://github.com/rsmogura/panama-vector/commit/a44f515890d2c4df3fd0e0ced76545a7664926c3__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVLT5AsEE$ 
>>>>>>>> <https://urldefense.com/v3/__https://github.com/rsmogura/panama-vector/commit/a44f515890d2c4df3fd0e0ced76545a7664926c3__;!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvu60z1vk$> 
>>>>>>>>
>>>>>>>> [2] - 
>>>>>>>> https://urldefense.com/v3/__https://github.com/rsmogura/panama-vector/tree/housekeeping-load-memory-optimiziation__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVcBkmVi0$ 
>>>>>>>> <https://urldefense.com/v3/__https://github.com/rsmogura/panama-vector/tree/housekeeping-load-memory-optimiziation__;!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvkGUL-Pw$> 
>>>>>>>> (full test case)
>>>>>>>>
>>>>>>>> ------------------------------------------------------------------------ 
>>>>>>>>
>>>>>>>> *From:* Radosław Smogura on behalf of Radosław Smogura 
>>>>>>>> <mail at smogura.eu>
>>>>>>>> *Sent:* Friday, August 6, 2021 22:43
>>>>>>>> *To:* Radosław Smogura <mail at smogura.eu>; Paul Sandoz 
>>>>>>>> <paul.sandoz at oracle.com>; Vladimir Ivanov 
>>>>>>>> <vladimir.x.ivanov at oracle.com>
>>>>>>>> *Cc:* panama-dev at openjdk.java.net <panama-dev at openjdk.java.net>
>>>>>>>> *Subject:* Re: Issues with loop unrolling: better pinned node
>>>>>>>> Hi all,
>>>>>>>>
>>>>>>>> Now when I checked it again. it works as expected, and it's the 
>>>>>>>> same code.
>>>>>>>>
>>>>>>>> In draft code I check if the buffer is direct by using type 
>>>>>>>> checking to unswitch loop, as unswitching over ByteBuffer.hb 
>>>>>>>> did not work (the graph was quite similar). However, I thought 
>>>>>>>> that this unswitch actually helped to build correct loops, and 
>>>>>>>> any kind of improvement around it would be rather for the 
>>>>>>>> purpose of better-looking code.
>>>>>>>>
>>>>>>>> But it looks like that sometimes (but only sometimes) loop 
>>>>>>>> still can not be correctly built, or maybe the full 
>>>>>>>> optimization kicks in very, very late.
>>>>>>>>
>>>>>>>> Kind regards,
>>>>>>>> Rado
>>>>>>>> ------------------------------------------------------------------------ 
>>>>>>>>
>>>>>>>> *From:* panama-dev <panama-dev-retn at openjdk.java.net> on behalf 
>>>>>>>> of Radosław Smogura <mail at smogura.eu>
>>>>>>>> *Sent:* Friday, August 6, 2021 20:22
>>>>>>>> *To:* Paul Sandoz <paul.sandoz at oracle.com>
>>>>>>>> *Cc:* panama-dev at openjdk.java.net <panama-dev at openjdk.java.net>
>>>>>>>> *Subject:* Re: Issues with loop unrolling: better pinned node
>>>>>>>> Yes,
>>>>>>>>
>>>>>>>> The normal case looks, good. It's all about polluted cases [1]
>>>>>>>>
>>>>>>>> BR,
>>>>>>>> Rado
>>>>>>>>
>>>>>>>> [1] 
>>>>>>>> https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/pull/109__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVfxQRu38$ 
>>>>>>>> <https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/pull/109__;!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvTXVlXzw$> 
>>>>>>>>
>>>>>>>> [https://urldefense.com/v3/__https://opengraph.githubassets.com/daf8e3b93dd4c25e04d1ce6ae2a91e1b725625bfd85b5027c61fb78ae3a6a361/openjdk/panama-vector/pull/109__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVmHZKrgY$ 
>>>>>>>> ]<https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/pull/109__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVfxQRu38$ 
>>>>>>>> <https://urldefense.com/v3/__https://opengraph.githubassets.com/daf8e3b93dd4c25e04d1ce6ae2a91e1b725625bfd85b5027c61fb78ae3a6a361/openjdk/panama-vector/pull/109**A3Chttps:/*github.com/openjdk/panama-vector/pull/109__;XSUv!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvjOF75Zk$>> 
>>>>>>>>
>>>>>>>> (Draft) Perofrmance improvements for polluted cases by rsmogura 
>>>>>>>> · Pull Request #109 · 
>>>>>>>> openjdk/panama-vector<https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/pull/109__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVfxQRu38$ 
>>>>>>>> > 
>>>>>>>> <https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/pull/109*3E__;JQ!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvXk316cU$> 
>>>>>>>>
>>>>>>>> Hi all, I would like to submit this piece of work, for byte 
>>>>>>>> buffers and polluted cases. It resolves some performance issues 
>>>>>>>> related to mem barriers when in scope are both on- and off-heap 
>>>>>>>> buffer. T...
>>>>>>>> github.com
>>>>>>>>
>>>>>>>> [https://urldefense.com/v3/__https://opengraph.githubassets.com/5fde12f89c012a2abef1542ed59c7272429fa7556f6e82a5e617a293d3a5bee1/openjdk/panama-vector__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVLW0LAx0$ 
>>>>>>>> ]<https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/compare/vectorIntrinsics...rsmogura:vectors-polluted-cases?expand=1__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVBYc4LXE$ 
>>>>>>>> <https://urldefense.com/v3/__https://opengraph.githubassets.com/5fde12f89c012a2abef1542ed59c7272429fa7556f6e82a5e617a293d3a5bee1/openjdk/panama-vector**A3Chttps:/*github.com/openjdk/panama-vector/compare/vectorIntrinsics...rsmogura:vectors-polluted-cases?expand=1__;XSUv!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvt9bVEEU$>> 
>>>>>>>>
>>>>>>>> Comparing 
>>>>>>>> openjdk:vectorIntrinsics...rsmogura:vectors-polluted-cases · 
>>>>>>>> openjdk/panama-vector<https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/compare/vectorIntrinsics...rsmogura:vectors-polluted-cases?expand=1__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVBYc4LXE$ 
>>>>>>>> > 
>>>>>>>> <https://urldefense.com/v3/__https://github.com/openjdk/panama-vector/compare/vectorIntrinsics...rsmogura:vectors-polluted-cases?expand=1*3E__;JQ!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvW2CiAB0$> 
>>>>>>>>
>>>>>>>> Panama vector. Contribute to openjdk/panama-vector development 
>>>>>>>> by creating an account on GitHub.
>>>>>>>> github.com
>>>>>>>>
>>>>>>>> ________________________________
>>>>>>>> From: Paul Sandoz <paul.sandoz at oracle.com>
>>>>>>>> Sent: Friday, August 6, 2021 20:04
>>>>>>>> To: Radosław Smogura <mail at smogura.eu>
>>>>>>>> Cc: panama-dev at openjdk.java.net <panama-dev at openjdk.java.net>
>>>>>>>> Subject: Re: Issues with loop unrolling: better pinned node
>>>>>>>>
>>>>>>>> I am confused as to the case under test. In your initial email 
>>>>>>>> of this thread were you also referring implicitly to polluted 
>>>>>>>> cases?
>>>>>>>>
>>>>>>>> Paul.
>>>>>>>>
>>>>>>>>> On Aug 6, 2021, at 10:56 AM, Radosław Smogura 
>>>>>>>>> <mail at smogura.eu> wrote:
>>>>>>>>>
>>>>>>>>> Hi Paul,
>>>>>>>>>
>>>>>>>>> There's a performance improvement, but. I still can't unroll 
>>>>>>>>> polluted cases (I cherry-picked loop unrolling). The graph 
>>>>>>>>> still has few nodes taking buffer limit from phi, and on IR I 
>>>>>>>>> don't see vectors nodes cascading.
>>>>>>>>>
>>>>>>>>> make test TEST='micro:ByteBufferVectorAccess.p' 
>>>>>>>>> MICRO="OPTIONS=-f 1 -prof perfasm 
>>>>>>>>> -jvmArgsPrepend=-Djdk.incubator.vector.VECTOR_ACCESS_OOB_CHECK=0" 
>>>>>>>>> JOBS=12
>>>>>>>>> Benchmark (size) Mode Cnt Score   Error  Units
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers2 1024 avgt 30 40.472 ? 
>>>>>>>>> 1.055  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers2:?asm 1024 
>>>>>>>>> avgt          NaN            ---
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers3 1024 avgt 30 79.251 ? 
>>>>>>>>> 0.786  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers3:?asm 1024 
>>>>>>>>> avgt          NaN            ---
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers4 1024 avgt 30 83.627 ? 
>>>>>>>>> 2.140  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers4:?asm 1024 
>>>>>>>>> avgt          NaN            ---
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers5 1024 avgt 30 85.561 ? 
>>>>>>>>> 1.156  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers5:?asm 1024 
>>>>>>>>> avgt          NaN
>>>>>>>>>
>>>>>>>>> make test TEST='micro:ByteBufferVectorAccess.p' 
>>>>>>>>> MICRO="OPTIONS=-f 1 -prof perfasm"
>>>>>>>>> Benchmark (size) Mode Cnt Score   Error  Units
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers2 1024 avgt 10 49.326 ? 
>>>>>>>>> 0.843  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers2:?asm 1024 
>>>>>>>>> avgt           NaN            ---
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers3 1024 avgt 10 100.291 ? 
>>>>>>>>> 1.271  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers3:?asm 1024 
>>>>>>>>> avgt           NaN            ---
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers4 1024 avgt 10 101.494 ? 
>>>>>>>>> 1.027  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers4:?asm 1024 
>>>>>>>>> avgt           NaN            ---
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers5 1024 avgt 10 94.606 ? 
>>>>>>>>> 1.522  ns/op
>>>>>>>>> ByteBufferVectorAccess.pollutedBuffers5:?asm 1024 
>>>>>>>>> avgt           NaN
>>>>>>>>>
>>>>>>>>>
>>>>>>>>> BR,
>>>>>>>>> Rado
>>>>>>>>> From: Paul Sandoz <paul.sandoz at oracle.com>
>>>>>>>>> Sent: Friday, August 6, 2021 18:04
>>>>>>>>> To: Radosław Smogura <mail at smogura.eu>
>>>>>>>>> Cc: panama-dev at openjdk.java.net <panama-dev at openjdk.java.net>
>>>>>>>>> Subject: Re: Issues with loop unrolling: better pinned node
>>>>>>>>>
>>>>>>>>> Hi Rado,
>>>>>>>>>
>>>>>>>>> It’s good you are looking at the IR
>>>>>>>>>
>>>>>>>>> Out of curiosity, what happens if you turn off bounds checking 
>>>>>>>>> [*]?
>>>>>>>>>
>>>>>>>>> Paul.
>>>>>>>>>
>>>>>>>>> [*]
>>>>>>>>> -Djdk.incubator.vector.VECTOR_ACCESS_OOB_CHECK=0
>>>>>>>>>
>>>>>>>>> > On Aug 6, 2021, at 8:39 AM, Radosław Smogura 
>>>>>>>>> <mail at smogura.eu> wrote:
>>>>>>>>> >
>>>>>>>>> > Hi all,
>>>>>>>>> >
>>>>>>>>> > I've found that even if we get rid of barriers, the loop 
>>>>>>>>> can't get unrolled, and not needed code is inside it.
>>>>>>>>> >
>>>>>>>>> > I've found this graph, I wonder if it's most optimal, in a 
>>>>>>>>> partiucalry Load of ByteBuffer index / hb is from phi, could 
>>>>>>>>> it be attached to initial memory?
>>>>>>>>> >
>>>>>>>>> > Here's a picture 
>>>>>>>>> https://urldefense.com/v3/__https://drive.google.com/file/d/1G7ZN0xHOVIVHmZ_5TTIUdm3F30okAzvO/view?usp=sharing__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVkhhZ0w8$ 
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>> <https://urldefense.com/v3/__https://drive.google.com/file/d/1G7ZN0xHOVIVHmZ_5TTIUdm3F30okAzvO/view?usp=sharing__;!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvDYUmUX8$> 
>>>>>>>>
>>>>>>>>> > 
>>>>>>>>> [https://urldefense.com/v3/__https://lh6.googleusercontent.com/SKgGZgfVWFpG8w4mWqguLSU4DVfa1MKYPSQhxv8EoX04XzVz8U8Kc4zHP0iwdR26Suc=w1200-h630-p__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVgkskdP0$ 
>>>>>>>>> ]<https://urldefense.com/v3/__https://drive.google.com/file/d/1G7ZN0xHOVIVHmZ_5TTIUdm3F30okAzvO/view?usp=sharing__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVkhhZ0w8$ 
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>> <https://urldefense.com/v3/__https://lh6.googleusercontent.com/SKgGZgfVWFpG8w4mWqguLSU4DVfa1MKYPSQhxv8EoX04XzVz8U8Kc4zHP0iwdR26Suc=w1200-h630-p**A3Chttps:/*drive.google.com/file/d/1G7ZN0xHOVIVHmZ_5TTIUdm3F30okAzvO/view?usp=sharing__;XSUv!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvT2w-EKw$>> 
>>>>>>>>
>>>>>>>>> > 
>>>>>>>>> bb_issues.png<https://urldefense.com/v3/__https://drive.google.com/file/d/1G7ZN0xHOVIVHmZ_5TTIUdm3F30okAzvO/view?usp=sharing__;!!ACWV5N9M2RV99hQ!ceve5Eoh01VSiAxgPOSMpL_oQpz6MJI6KeGEcvULButhjMZGdxMq2SB02arX5hxVkhhZ0w8$ 
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>> <https://urldefense.com/v3/__https://drive.google.com/file/d/1G7ZN0xHOVIVHmZ_5TTIUdm3F30okAzvO/view?usp=sharing__;!!ACWV5N9M2RV99hQ!c_1aeHKPVlV91PddNfGPUgWISKQSh-fctE1r_hS0mCRD7zdKUeyFHAZBxTadx8tvDYUmUX8$>> 
>>>>>>>>
>>>>>>>>> > drive.google.com
>>>>>>>>> >
>>>>>>>>> >
>>>>>>>>> > And sample code
>>>>>>>>> >
>>>>>>>>> > protected void copyMemory(ByteBuffer in, ByteBuffer out) {
>>>>>>>>> >  var limit = SPECIES.loopBound(in.limit());
>>>>>>>>> >  for (int i=0; i < limit; i += SPECIES.vectorByteSize()) {
>>>>>>>>> >    final var v = ByteVector.fromByteBuffer(SPECIES, in, i, 
>>>>>>>>> ByteOrder.nativeOrder());
>>>>>>>>> >    v.intoByteBuffer(out, i, ByteOrder.nativeOrder());
>>>>>>>>> >  }
>>>>>>>>> > }
>>>>>>>>> >
>>>>>>>>> > Kind regards,
>>>>>>>>> > Rado
>>>>>>>>


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