From: | Kouhei Kaigai <kaigai(at)ak(dot)jp(dot)nec(dot)com> |
---|---|
To: | Shigeru Hanada <shigeru(dot)hanada(at)gmail(dot)com>, Kohei KaiGai <kaigai(at)kaigai(dot)gr(dot)jp> |
Cc: | Simon Riggs <simon(at)2ndquadrant(dot)com>, Tom Lane <tgl(at)sss(dot)pgh(dot)pa(dot)us>, "Stephen Frost" <sfrost(at)snowman(dot)net>, Robert Haas <robertmhaas(at)gmail(dot)com>, "Andres Freund" <andres(at)2ndquadrant(dot)com>, PgHacker <pgsql-hackers(at)postgresql(dot)org>, "Jim Mlodgenski" <jimmy76(at)gmail(dot)com>, Peter Eisentraut <peter_e(at)gmx(dot)net> |
Subject: | Re: [v9.5] Custom Plan API |
Date: | 2014-07-08 11:55:02 |
Message-ID: | 9A28C8860F777E439AA12E8AEA7694F8FB8EAD@BPXM15GP.gisp.nec.co.jp |
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Thread: | |
Lists: | pgsql-hackers |
Hanada-san,
The attached patch is revised one.
Updates from the previous version are below:
* System catalog name was changed to pg_custom_plan_provider;
that reflects role of the object being defined.
* Also, prefix of its variable names are changed to "cpp"; that
means custom-plan-provider.
* Syntax also reflects what the command does more. New syntax to
define custom plan provider is:
CREATE CUSTOM PLAN PROVIDER <cpp_name>
FOR <cpp_class> HANDLER <cpp_function>;
* Add custom-plan.sgml to introduce interface functions defined
for path/plan/exec methods.
* FinalizeCustomPlan() callback was simplified to support scan
(and join in the future) at the starting point. As long as
scan/join requirement, no need to control paramids bitmap in
arbitrary way.
* Unnecessary forward declaration in relation.h and plannode.h
were removed, but a few structures still needs to have
forward declarations.
* Fix typos being pointed out.
I'd like to see committer's suggestion regarding to the design
issues below:
* whether set_cheapest() is called for all relkind?
->according to the discussion in v9.4 cycle, I consolidated
set_cheapest() in allpaths.c to set_rel_pathlist().
Hanada-san wonder whether it is necessary to have custom-
plan on none base relations; like sub-query or values-scan.
I don't have reason why not to run custom-plan on these
non usual relations.
* how argument of add_path handler shall be derivered?
-> custom-plan handler function takes an argument with
internal data type; that is a pointer of customScanArg
if custom-plan class is "scan". (It shall be
customHashJoinArg if "hash join" for example).
Thanks,
--
NEC OSS Promotion Center / PG-Strom Project
KaiGai Kohei <kaigai(at)ak(dot)jp(dot)nec(dot)com>
> -----Original Message-----
> From: Kaigai Kouhei(海外 浩平)
> Sent: Friday, July 04, 2014 1:23 PM
> To: 'Shigeru Hanada'; Kohei KaiGai
> Cc: Simon Riggs; Tom Lane; Stephen Frost; Robert Haas; Andres Freund;
> PgHacker; Jim Mlodgenski; Peter Eisentraut
> Subject: Re: [HACKERS] [v9.5] Custom Plan API
>
> Hanada-san,
>
> Thanks for your dedicated reviewing.
>
> It's a very long message. So, let me summarize the things I shall do in
> the next patch.
>
> * fix bug: custom-plan class comparison
> * fix up naming convention and syntax
> CREATE CUSTOM PLAN PROVIDER, rather than
> CREATE CUSTOM PLAN. Prefix shall be "cpp_".
> * fix up: definition of get_custom_plan_oid()
> * fix up: unexpected white spaces, to be tabs.
> * fix up: remove unnecessary forward declarations.
> * fix up: revert replace_nestloop_params() to static
> * make SetCustomPlanRef an optional callback
> * fix up: typos in various points
> * add documentation to explain custom-plan interface.
>
> Also, I want committer's opinion about the issues below
> * whether set_cheapest() is called for all relkind?
> * how argument of add_path handler shall be derivered?
>
> Individual comments are put below:
>
> > Kaigai-san,
> >
> > Sorry for lagged response.
> >
> > Here are my random thoughts about the patch. I couldn't understand
> > the patch fully, because some of APIs are not used by ctidscan. If
> >
> > Custom Scan patch v2 review
> >
> > * Custom plan class comparison
> > In backend/optimizer/util/pathnode.c, custclass is compared by bit-and
> > with 's'. Do you plan to use custclass as bit field? If so, values
> > for custom plan class should not be a character. Otherwise, custclass
> > should be compared by == operator.
> >
> Sorry, it is a bug that come from the previous design.
> I had an idea that allows a custom plan provider to support multiple kind
> of exec nodes, however, I concluded it does not make sense so much. (we
> can define multiple CPP for each)
>
> > * Purpose of GetSpecialCustomVar()
> > The reason why FinalizeCustomPlan callback is necessary is not clear
> > to me.
> > Could you show a case that the API would be useful?
> >
> It is needed feature to replace a built-in join by custom scan, however,
> it might be unclear on the scan workloads.
>
> Let me explain why join replacement needed. A join node has two input slot
> (inner and outer), its expression node including Var node reference either
> of slot according to its varno (INNER_VAR or OUTER_VAR).
> In case when a CPP replaced a join, it has to generate an equivalent result
> but it may not be a best choice to use two input streams.
> (Please remind when we construct remote join on postgres_fdw, all the
> materialization was done on remote side, thus we had one input stream to
> generate local join equivalent view.) On the other hands, EXPLAIN command
> has to understand what column is the source of varnodes in targetlist of
> custom-node even if it is rewritten to use just one slot. For example, which
> label shall be shown in case when 3rd item of targetlist is originally come
> from 2nd item of inner slot but all the materialized result is stored into
> outer slot.
> Only CPP can track its relationship between the original and the newer one.
> This interface provides a way to solve a varnode that actually references.
>
> > * Purpose of FinalizeCustomPlan()
> > The reason why FinalizeCustomPlan callback is necessary is not clear
> > to me, because ctidscan just calls finalize_primnode() and
> > bms_add_members() with given information. Could you show a case that
> > the API would be useful?
> >
> The main purpose of this callback gives an extension chance to apply
> finalize_primenode() if custom-node hold expression tree on its private
> fields.
> In case when CPP picked up a part of clauses to run its own way, it shall
> be attached on neither plan->targetlist nor plan->qual, only CPP knows where
> does it attached. So, these orphan expression nodes have to be treated by
> CPP.
>
> > * Is it ok to call set_cheapest() for all relkind?
> > Now set_cheapest() is called not for only relation and foreign table
> > but also custom plan, and other relations such as subquery, function,
> and value.
> > Calling call_custom_scan_provider() and set_cheapest() in the case of
> > RTE_RELATION seems similar to the old construct, how do you think
> > about this?
> >
> I don't think we may be actually able to have some useful custom scan logic
> on these special relation forms, however, I also didn't have a special reason
> why custom-plan does not need to support these special relations.
> I'd like to see committer's opinion here.
>
>
> > * Is it hard to get rid of CopyCustomPlan()?
> > Copying ForeignScan node doesn't need per-FDW copy function by
> > limiting fdw_private to have only copy-able objects. Can't we use the
> > same way for CustomPlan? Letting authors call NodeSetTag or
> > copyObject() sounds uncomfortable to me.
> >
> > This would be able to apply to TextOutCustomPlan() and
> > TextOutCustomPath() too.
> >
> FDW-like design was the original one, but the latest design was suggestion
> by Tom on the v9.4 development cycle, because some data types are not
> complianced to copyObject; like Bitmapset.
>
> > * MultiExec support is appropriate for the first version?
> > The cases need MultiExec seems little complex for the first version of
> > custom scan. What kind of plan do you image for this feature?
> >
> It is definitely necessary to exchange multiple rows with custom-format
> with upper level if both of nodes are managed by same CPP.
> I plan to use this interface for bulk-loading that makes much faster data
> loading to GPUs.
>
> > * Does SupportBackwardScan() have enough information?
> > Other scans check target list with TargetListSupportsBackwardScan().
> > Isn't it necessary to check it for CustomPlan too in
> > ExecSupportsBackwardScan()?
> >
> It derivers CustomPlan node itself that includes Plan node.
> If CPP thought it is necessary, it can run equivalent checks here.
>
> > * Place to call custom plan provider
> > Is it necessary to call provider when relkind != RELKIND_RELATION? If
> > yes, isn't it necessary to call for append relation?
> >
> > I know that we concentrate to replacing scan in the initial version,
> > so it would not be a serious problem, but it would be good to consider
> > extensible design.
> >
> Regarding of the child relation scan, set_append_rel_pathlist() calls
> set_rel_pathlist() that is entry point of custom-scan paths.
> If you mention about alternative-path of Append node, yes, it is not a
> feature being supported in the first commit.
>
> > * Custom Plan Provider is "addpath"?
> > Passing addpath handler as only one attribute of CUSTOM PLAN PROVIDER
> > seems little odd.
> > Using handler like FDW makes the design too complex and/or messy?
> >
> This design allows to pass a set of information needed according to the
> workload; like join not only scan. If we need to extend customXXXXArg in
> the future, all we need to extend is data structure definition, not function
> prototype itself.
> Anyway, I'd like to make a decision for this on committer review stage.
>
> > * superclass of CustomPlanState
> > CustomPlanState derives ScanState, instead of deriving PlanState
> directly.
> > I worry the case of non-heap-scan custom plan, but it might be ok to
> > postpone consideration about that at the first cut.
> >
> We have some useful routines to implement custom-scan logic, but they takes
> ScanState argument, like ExecScan().
> Even though we can copy it and paste to extension code, it is not a good
> manner.
> It takes three pointer variables in addition to PlanState. If CPP does not
> take care about regular heap scan, keep them unused. It is quite helpful
> if CPP implements some original logic on top of existing heap scan.
>
> > * Naming and granularity of objects related to custom plan I'm not
> > sure the current naming is appropriate, especially difference between
> > "custom plan" and "provider" and "handler". In the context of CREATE
> > CUSTOM PLAN statement, what the term "custom plan" means? My
> > impression is that "custom plan" is an alternative plan type, e.g.
> > ctidscan or pg_strom_scan. Then what the term "provider" means? My
> > impression for that is extension, such as ctidscan and pg_strom. The
> > grammar allows users to pass function via PROVIDER clause of CREATE
> > CUSTOM SCAN, so the function would be the provider of the custom plan
> > created by the statement.
> >
> Hmm... What you want to say is, CREATE X statement is expected to create
> X.
> On the other hand, "custom-plan" is actually created by custom-plan provider,
> not this DDL statement. The DDL statement defined custom-plan "provider".
> I also think the suggestion is reasonable.
>
> How about the statement below instead?
>
> CREATE CUSTOM PLAN PROVIDER cpp_name FOR cpp_kind HANDLER cpp_function;
> cpp_kind := SCAN (other types shall be supported later)
>
> > * enable_customscan
> > GUC parameter enable_customscan would be useful for users who want to
> > disable custom plan feature temporarily. In the case of pg_strom,
> > using GPU for limited sessions for analytic or batch applications seems
> handy.
> >
> It should be done by extension side individually.
> Please imagine a user who install custom-GPU-scan, custom-matview-redirect
> and custom-cache-only-scan. Purpose of each CPP are quite individually,
> so I don't think enable_customscan makes sense.
>
> > * Adding pg_custom_plan catalog
> > Using "cust" as prefix for pg_custom_plan causes ambiguousness which
> > makes it difficult to choose catalog prefix for a feature named
> > "Custom Foo" in future. How about using "cusp" (CUStom Plan)?
> >
> > Or is it better to use pg_custom_plan_provider as catalog relation
> > name, as the document says that "CREATE CUSTOM PLAN defines custom plan
> provider".
> > Then prefix could be "cpp" (Custom Plan Provider).
> > This seems to match the wording used for pg_foreign_data_wrapper.
> >
> My preference "cpp" as a shorten of custom plan provider.
>
>
> > * CREATE CUSTOM PLAN statement
> > This is just a question: We need to emit CREATE CUSTOM PLAN if we
> > want to use I wonder how it is extended when supporting join as custom
> class.
> >
> In case of join, I'll extend the syntax as follows:
>
> CREATE CUSTOM PLAN cppname
> FOR [HASH JOIN|MERGE JOIN|NEST LOOP]
> PROVIDER provider_func;
>
> Like customScanArg, we will define an argument type for each join methods
> then provider_func shall be called with this argument.
> I think it is well flexible and extendable approach.
>
> > * New operators about TID comparison
> > IMO this portion should be a separated patch, because it adds OID
> > definition of existing operators such as tidgt and tidle. Is there
> > any (explicit or
> > implicit) rule about defining macro for oid of an operator?
> >
> I don't know the general rules to define static OID definition.
> Probably, these are added on demand.
>
> > * Prototype of get_custom_plan_oid()
> > custname (or cppname if use the rule I proposed above) seems
> > appropriate as the parameter name of get_custom_plan_oid() because
> > similar funcitons use catalog column names in such case.
> >
> I'll rename it as follows:
>
> extern Oid get_custom_plan_provider_oid(const char *cpp_name, bool
> missing_ok);
>
>
> > * Coding conventions
> > Some lines are indented with white space. Future pgindent run will
> > fix this issue?
> >
> It's my oversight, to be fixed.
>
> > * Unnecessary struct forward declaration Forward declarations of
> > CustomPathMethods, Plan, and CustomPlan in includes/nodes/relation.h
> > seem unncecessary. Other headers might have same issue.
> >
> I'll check it. I had try & error during the development. It might leave
> a dead code here.
>
> > * Unnecessary externing of replace_nestloop_params()
> > replace_nestloop_params() is extern-ed but it's never called outside
> > createplan.c.
> >
> Indeed, it's not needed until we support custom join logic.
>
> > * Externing fix_scan_expr()
> > If it's necessary for all custom plan providers to call fix_scan_expr
> > (via fix_scan_list macro), isn't it able to do it in set_plan_refs()
> > before calling SetCustomPlanRef()?
> >
> One alternative idea is:
> if scanrelid of custom-plan is valid (scanrelid > 0) and custom-node
> has no private expression tree to be fixed up, CPP can have no
> SetCustomPlanRef callback. In this case, core backend applies
> fix_scan_list on the targetlist and qual, then adjust scanrelid.
>
> It was what I did in the previous revision, that was concerned by Tom because
> it assumes too much things to the custom-node. (It is useful to only custom
> "scan" node)
>
> > * What does T_CustomPlanMarkPos mean?
> > It's not clear to me when CustomPlanMarkPos works. Is it for a custom
> > plan provider which supports marking position and rewind to the
> > position, and ctidscan just lacks capability to do that, so it is not
> used anywhere?
> >
> Its previous design had a flag whether it allows backward scan, in the body
> of CustomPlan structure. However, it makes a problem on
> ExecSupportsMarkRestore() that takes only node-tag to determine whether
> the supplied node support backward scan or not.
> Once I tried to change ExecSupportsMarkRestore() to accept node body, then
> Tom suggested to use a separated node tag instead.
>
>
> > * Unnecessary changes in allpaths.c
> > some comment about Subquery and CTE are changed (perhaps) accidentally.
> >
> No, it is intentional because set_cheapest() was consolidated.
>
> > * Typos
> > * planenr -> planner, implements -> implement in
> create_custom_plan.sgml
> > * CustomScan in nodeCustom.h should be CustomPlan?
> > * delivered -> derived, in src/backend/optimizer/util/pathnode.c
> >
> OK, I'll fix them.
>
> > * Document "Writing Custom Plan Provider" is not provided Custom Plan
> > Provider author would (and I DO!) hope documents about writing a
> > custom plan provider.
> >
> A documentation like fdwhandler.sgml, isn't it?
> OK, I'll make it up.
>
> Thanks,
> --
> NEC OSS Promotion Center / PG-Strom Project KaiGai Kohei
> <kaigai(at)ak(dot)jp(dot)nec(dot)com>
>
>
> > 2014-06-17 23:12 GMT+09:00 Kohei KaiGai <kaigai(at)kaigai(dot)gr(dot)jp>:
> > > Hanada-san,
> > >
> > > Thanks for your checks. I oversight the points when I submit the
> > > patch,
> > sorry.
> > > The attached one is revised one on documentation stuff and
> > contrib/Makefile.
> > >
> > > Thanks,
> > >
> > > 2014-06-16 17:29 GMT+09:00 Shigeru Hanada <shigeru(dot)hanada(at)gmail(dot)com>:
> > >> Kaigai-san,
> > >>
> > >> I've just applied v1 patch, and tried build and install, but I
> > >> found
> > two issues:
> > >>
> > >> 1) The contrib/ctidscan is not automatically built/installed
> > >> because it's not described in contrib/Makefile. Is this expected
> behavior?
> > >> 2) I got an error message below when building document.
> > >>
> > >> $ cd doc/src/sgml
> > >> $ make
> > >> openjade -wall -wno-unused-param -wno-empty -wfully-tagged -D . -D .
> > >> -d stylesheet.dsl -t sgml -i output-html -V html-index
> > >> postgres.sgml
> > >> openjade:catalogs.sgml:2525:45:X: reference to non-existent ID
> > >> "SQL-CREATECUSTOMPLAN"
> > >> make: *** [HTML.index] Error 1
> > >> make: *** Deleting file `HTML.index'
> > >>
> > >> I'll review another part of the patch, including the design.
> > >>
> > >>
> > >> 2014-06-14 10:59 GMT+09:00 Kohei KaiGai <kaigai(at)kaigai(dot)gr(dot)jp>:
> > >>> According to the discussion upthread, I revised the custom-plan
> > >>> patch to focus on regular relation scan but no join support right
> > >>> now, and to support DDL command to define custom-plan providers.
> > >>>
> > >>> Planner integration with custom logic to scan a particular
> > >>> relation is enough simple, unlike various join cases. It's almost
> > >>> similar to what built-in logic are doing now - custom-plan
> > >>> provider adds a path node with its cost estimation if it can offer
> > >>> alternative way to scan referenced relation. (in case of no idea,
> > >>> it does not need to add any paths)
> > >>>
> > >>> A new DDL syntax I'd like to propose is below:
> > >>>
> > >>> CREATE CUSTOM PLAN <name> FOR <class> PROVIDER <function_name>;
> > >>>
> > >>> <name> is as literal, put a unique identifier.
> > >>> <class> is workload type to be offered by this custom-plan provider.
> > >>> "scan" is the only option right now, that means base relation scan.
> > >>> <function_name> is also as literal; it shall perform custom-plan
> > provider.
> > >>>
> > >>> A custom-plan provider function is assumed to take an argument of
> > >>> "internal" type to deliver a set of planner information that is
> > >>> needed to construct custom-plan pathnode.
> > >>> In case of "scan" class, pointer towards an customScanArg object
> > >>> shall be delivered on invocation of custom-plan provider.
> > >>>
> > >>> typedef struct {
> > >>> uint32 custom_class;
> > >>> PlannerInfo *root;
> > >>> RelOptInfo *baserel;
> > >>> RangeTblEntry *rte;
> > >>> } customScanArg;
> > >>>
> > >>> In case when the custom-plan provider function being invoked
> > >>> thought it can offer an alternative scan path on the relation of
> > >>> "baserel", things to do is (1) construct a CustomPath (or its
> > >>> inherited data
> > >>> type) object with a table of callback function pointers (2) put
> > >>> its own cost estimation, and (3) call add_path() to register this
> > >>> path as
> > an alternative one.
> > >>>
> > >>> Once the custom-path was chosen by query planner, its
> > >>> CreateCustomPlan callback is called to populate CustomPlan node
> > >>> based
> > on the pathnode.
> > >>> It also has a table of callback function pointers to handle
> > >>> various planner's job in setrefs.c and so on.
> > >>>
> > >>> Similarly, its CreateCustomPlanState callback is called to
> > >>> populate CustomPlanState node based on the plannode. It also has a
> > >>> table of callback function pointers to handle various executor's
> > >>> job during quey execution.
> > >>>
> > >>> Most of callback designs are not changed from the prior
> > >>> proposition in
> > >>> v9.4 development cycle, however, here is a few changes.
> > >>>
> > >>> * CustomPlan became to inherit Scan, and CustomPlanState became to
> > >>> inherit ScanState. Because some useful routines to implement scan-
> > >>> logic, like ExecScan, expects state-node has ScanState as its base
> > >>> type, it's more kindness for extension side. (I'd like to avoid
> each
> > >>> extension reinvent ExecScan by copy & paste!)
> > >>> I'm not sure whether it should be a union of Join in the future,
> > however,
> > >>> it is a reasonable choice to have compatible layout with
> > Scan/ScanState
> > >>> to implement alternative "scan" logic.
> > >>>
> > >>> * Exporting static functions - I still don't have a graceful
> > >>> answer
> > here.
> > >>> However, it is quite natural that extensions to follow up
> > >>> interface
> > updates
> > >>> on the future version up of PostgreSQL.
> > >>> Probably, it shall become clear what class of functions shall be
> > >>> exported and what class of functions shall be re-implemented within
> > >>> extension side in the later discussion.
> > >>> Right now, I exported minimum ones that are needed to implement
> > >>> alternative scan method - contrib/ctidscan module.
> > >>>
> > >>> Items to be discussed later:
> > >>> * planner integration for relations join - probably, we may define
> new
> > >>> custom-plan classes as alternative of hash-join, merge-join and
> > >>> nest-loop. If core can know this custom-plan is alternative of hash-
> > >>> join, we can utilize core code to check legality of join.
> > >>> * generic key-value style options in custom-plan definition - Hanada
> > >>> san proposed me off-list - like foreign data wrapper. It may enable
> > >>> to configure multiple behavior on a binary.
> > >>> * ownership and access control of custom-plan. right now, only
> > >>> superuser can create/drop custom-plan provider definition, thus,
> > >>> it has no explicit ownership and access control. It seems to me
> > >>> a reasonable assumption, however, we may have a usecase that
> > >>> needs custom-plan by unprivileged users.
> > >>>
> > >>> Thanks,
> > >>>
> > >>> 2014-05-12 10:09 GMT+09:00 Kouhei Kaigai <kaigai(at)ak(dot)jp(dot)nec(dot)com>:
> > >>>>> On 8 May 2014 22:55, Tom Lane <tgl(at)sss(dot)pgh(dot)pa(dot)us> wrote:
> > >>>>>
> > >>>>> >> We're past the prototyping stage and into productionising
> > >>>>> >> what we know works, AFAIK. If that point is not clear, then
> > >>>>> >> we need to discuss that first.
> > >>>>> >
> > >>>>> > OK, I'll bite: what here do we know works? Not a damn thing
> > >>>>> > AFAICS; it's all speculation that certain hooks might be
> > >>>>> > useful, and speculation that's not supported by a lot of
> > >>>>> > evidence. If you think this isn't prototyping, I wonder what
> > >>>>> > you think *is*
> > prototyping.
> > >>>>>
> > >>>>> My research contacts advise me of this recent work
> > >>>>> http://www.ntu.edu.sg/home/bshe/hashjoinonapu_vldb13.pdf
> > >>>>> and also that they expect a prototype to be ready by October,
> > >>>>> which I have been told will be open source.
> > >>>>>
> > >>>>> So there are at least two groups looking at this as a serious
> > >>>>> option for Postgres (not including the above paper's authors).
> > >>>>>
> > >>>>> That isn't *now*, but it is at least a time scale that fits with
> > >>>>> acting on this in the next release, if we can separate out the
> > >>>>> various ideas and agree we wish to proceed.
> > >>>>>
> > >>>>> I'll submerge again...
> > >>>>>
> > >>>> Through the discussion last week, our minimum consensus are:
> > >>>> 1. Deregulated enhancement of FDW is not a way to go 2.
> > >>>> Custom-path that can replace built-in scan makes sense as a first
> step
> > >>>> towards the future enhancement. Its planner integration is
> > >>>> enough
> > simple
> > >>>> to do.
> > >>>> 3. Custom-path that can replace built-in join takes investigation
> > >>>> how
> > to
> > >>>> integrate existing planner structure, to avoid (3a)
> > >>>> reinvention
> > of
> > >>>> whole of join handling in extension side, and (3b) unnecessary
> > extension
> > >>>> calls towards the case obviously unsupported.
> > >>>>
> > >>>> So, I'd like to start the (2) portion towards the upcoming 1st
> > >>>> commit-fest on the v9.5 development cycle. Also, we will be able
> > >>>> to have discussion for the (3) portion concurrently, probably,
> > >>>> towards
> > 2nd commit-fest.
> > >>>>
> > >>>> Unfortunately, I cannot participate PGcon/Ottawa this year.
> > >>>> Please share us the face-to-face discussion here.
> > >>>>
> > >>>> Thanks,
> > >>>> --
> > >>>> NEC OSS Promotion Center / PG-Strom Project KaiGai Kohei
> > >>>> <kaigai(at)ak(dot)jp(dot)nec(dot)com>
> > >>>>
> > >>> --
> > >>> KaiGai Kohei <kaigai(at)kaigai(dot)gr(dot)jp>
> > >>
> > >>
> > >>
> > >> --
> > >> Shigeru HANADA
> > >
> > >
> > >
> > > --
> > > KaiGai Kohei <kaigai(at)kaigai(dot)gr(dot)jp>
> >
> >
> >
> > --
> > Shigeru HANADA
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