Mailing-List: contact user-help@accumulo.apache.org; run by ezmlm
Precedence: bulk
Reply-To: user@accumulo.apache.org
MIME-Version: 1.0
In-Reply-To: <560A1A95.4080906@orkash.com>
References: 
 <CAMMqwU7WEia=6HMVTv+b0SPpFVhrLHGrqw51N1DMmYxy8_HbSg@mail.gmail.com>
	<CAGUtCHoRdT4ukeS18nuT69ysEKU9OA-frXnm9iy+xOwnijm_Vg@mail.gmail.com>
	<CAMMqwU6CHweahKWJruqGXWQWAHCQLp6d3PFTKB=JkytUbGZkGw@mail.gmail.com>
	<560A1A95.4080906@orkash.com>
Date: Tue, 29 Sep 2015 11:16:01 -0400
Message-ID: 
 <CAGUtCHr17eTn4bun8No4xkUgUgtOkUSdnAm5x=obBfUq3V=8bA@mail.gmail.com>
Subject: Re: Scan vs Filter performance.
From: Keith Turner <keith@deenlo.com>
To: user@accumulo.apache.org
Content-Type: multipart/related; boundary=047d7bdc1b8cbdb8c00520e44ac1

--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: multipart/alternative; boundary=047d7bdc1b8cbdb8bb0520e44ac0

--047d7bdc1b8cbdb8bb0520e44ac0
Content-Type: text/plain; charset=UTF-8

On Tue, Sep 29, 2015 at 12:59 AM, mohit.kaushik <mohit.kaushik@orkash.com>
wrote:

> Hi Keith,
>
> When we fetch a column or column family Ii seems, it does not seek and
> only scan by filtering the key/value pairs. But as you said if I design a
> custom iterator to fetch a column family, It may work faster.
>

When column families are fetched, Accumulo will seek[1].  It tries to read
10 cells and then seeks.

When fetching family and qualifier, two iterators are used.  The
ColumnFamilySkippingIterator and ColumnQualifierFilter.  The
ColumnQualifierFilter does a scan of all qualifers within a family [2].
The system configures the qualifier filter to have the family skipping iter
as a source[3], so it could still seek between families.


>
> But I want to know what would be the scenario if I define a locality group
> for the column family and run the same custom iterator on it which scan and
> seeks both? what would be he impact on performance (gain or loss)?
>

Like Josh said, it really depends on your situation. Its hard to offer an
opinion w/o knowing more about the schema and the queries.

Below I expanded on what Josh mentioned.

If you have a locality group, it can really help in the case where you have
many rows that have a few families.  For example if you have 10^7 rows in a
tablet and only 10^3 have a certain column family thats in a locality
group, it can make it very fast to find those 1000 rows.  W/o a locality
group even w/ seeking, you would still be seeking to each row.

Conversely if you have 10^2 rows in a tablet, each having many families.
If there is a column family you are interested in that only exist in 10
rows, you will still need to seek for each row to find it but ~100 seeks is
not so bad.


[1]:
https://github.com/apache/accumulo/blob/1.6.3/core/src/main/java/org/apache/accumulo/core/iterators/system/ColumnFamilySkippingIterator.java#L65
[2]:
https://github.com/apache/accumulo/blob/1.6.3/core/src/main/java/org/apache/accumulo/core/iterators/system/ColumnQualifierFilter.java#L54
[3]:
https://github.com/apache/accumulo/blob/1.6.3/server/tserver/src/main/java/org/apache/accumulo/tserver/Tablet.java#L2005


>
> Thanks
> Mohit Kaushik
>
>
> On 09/28/2015 10:49 PM, Moises Baly wrote:
>
> Hi Keith,
>
> No I wasn't aware of that. So I'll move forward with the custom iterator.
>
> Thank you for your time,
>
> Moises
>
> On Mon, Sep 28, 2015 at 12:35 PM, Keith Turner <keith@deenlo.com> wrote:
>
>> On Mon, Sep 28, 2015 at 12:19 PM, Moises Baly <moises@spatially.com>
>> wrote:
>>
>>> Hi all:
>>>
>>> I would like to perform a range scan on a table, tweaking the definition
>>> of what goes into a particular key range. One way I can think of is writing
>>> a filter on the key, and that would work fine. But I think it would be slow
>>> compared to a scan / seek custom iterator. How does the underlying login
>>> works? Does Filter goes through all records, or since is sorted follows the
>>> same underlying logic as a scan? Would a custom iterator perform better?
>>>
>>
>> Yes, filter will read all data.  Custom iterator that seeks may be faster.
>>
>> Are you aware of the following?
>>
>> https://issues.apache.org/jira/browse/ACCUMULO-3961
>> https://github.com/apache/accumulo/pull/42
>>
>>
>>>
>>> Thank you for your time,
>>>
>>> Moises
>>>
>>
>>
>
>
> --
>
> * Mohit Kaushik*
> Software Engineer
> A Square,Plot No. 278, Udyog Vihar, Phase 2, Gurgaon 122016, India
> *Tel:* +91 (124) 4969352 | *Fax:* +91 (124) 4033553
>
> <http://politicomapper.orkash.com>interactive social intelligence at
> work...
>
> <https://www.facebook.com/Orkash2012>
> <http://www.linkedin.com/company/orkash-services-private-limited>
> <https://twitter.com/Orkash>  <http://www.orkash.com/blog/>
> <http://www.orkash.com>
> <http://www.orkash.com> ... ensuring Assurance in complexity and
> uncertainty
>
> *This message including the attachments, if any, is a confidential
> business communication. If you are not the intended recipient it may be
> unlawful for you to read, copy, distribute, disclose or otherwise use the
> information in this e-mail. If you have received it in error or are not the
> intended recipient, please destroy it and notify the sender immediately.
> Thank you *
>

--047d7bdc1b8cbdb8bb0520e44ac0
Content-Type: text/html; charset=UTF-8
Content-Transfer-Encoding: quoted-printable

<div dir=3D"ltr"><br><div class=3D"gmail_extra"><br><div class=3D"gmail_quo=
te">On Tue, Sep 29, 2015 at 12:59 AM, mohit.kaushik <span dir=3D"ltr">&lt;<=
a href=3D"mailto:mohit.kaushik@orkash.com" target=3D"_blank">mohit.kaushik@=
orkash.com</a>&gt;</span> wrote:<br><blockquote class=3D"gmail_quote" style=
=3D"margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding=
-left:1ex">
 =20
   =20
 =20
  <div text=3D"#000000" bgcolor=3D"#FFFFFF">
    <div>Hi Keith,<br>
      <br>
      When we fetch a column or column family Ii seems, it does not seek
      and only scan by filtering the key/value pairs. But as you said if
      I design a custom iterator to fetch a column family, It may work
      faster.<br></div></div></blockquote><div><br><div>When column familie=
s are fetched, Accumulo will seek[1].=C2=A0 It tries to read 10 cells and t=
hen seeks.<br><br></div>When
 fetching family and qualifier, two iterators are used.=C2=A0 The=20
ColumnFamilySkippingIterator and ColumnQualifierFilter.=C2=A0 The=20
ColumnQualifierFilter does a scan of all qualifers within a family [2]. =C2=
=A0
 The system configures the qualifier filter to have the family skipping=20
iter as a source[3], so it could still seek between families.=C2=A0 <br>=C2=
=A0</div><blockquote class=3D"gmail_quote" style=3D"margin:0px 0px 0px 0.8e=
x;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div text=3D"#00=
0000" bgcolor=3D"#FFFFFF"><div>
      <br>
      But I want to know what would be the scenario if I define a
      locality group for the column family and run the same custom
      iterator on it which scan and seeks both? what would be he impact
      on performance (gain or loss)?<br></div></div></blockquote><div><br><=
/div><div>Like Josh said, it really depends on your situation. Its hard to =
offer an opinion w/o knowing more about the schema and the queries.<br><br>=
</div><div>Below I expanded on what Josh mentioned.<br></div><div><br></div=
><div>If you have a locality group, it can really help in the case where yo=
u have many rows that have a few families.=C2=A0 For example if you have 10=
^7 rows in a tablet and only 10^3 have a certain column family thats in a l=
ocality group, it can make it very fast to find those 1000 rows.=C2=A0 W/o =
a locality group even w/ seeking, you would still be seeking to each row.<b=
r><br></div><div>Conversely if you have 10^2 rows in a tablet, each having =
many families.=C2=A0 If there is a column family you are interested in that=
 only exist in 10 rows, you will still need to seek for each row to find it=
 but ~100 seeks is not so bad.<br></div><div><br></div><div><br><br>[1]:=20
<a href=3D"https://github.com/apache/accumulo/blob/1.6.3/core/src/main/java=
/org/apache/accumulo/core/iterators/system/ColumnFamilySkippingIterator.jav=
a#L65">https://github.com/apache/accumulo/blob/1.6.3/core/src/main/java/org=
/apache/accumulo/core/iterators/system/ColumnFamilySkippingIterator.java#L6=
5</a><br>[2]:
=20
<a href=3D"https://github.com/apache/accumulo/blob/1.6.3/core/src/main/java=
/org/apache/accumulo/core/iterators/system/ColumnQualifierFilter.java#L54">=
https://github.com/apache/accumulo/blob/1.6.3/core/src/main/java/org/apache=
/accumulo/core/iterators/system/ColumnQualifierFilter.java#L54</a><br>[3]: =
<a href=3D"https://github.com/apache/accumulo/blob/1.6.3/server/tserver/src=
/main/java/org/apache/accumulo/tserver/Tablet.java#L2005">https://github.co=
m/apache/accumulo/blob/1.6.3/server/tserver/src/main/java/org/apache/accumu=
lo/tserver/Tablet.java#L2005</a><br>=C2=A0</div><blockquote class=3D"gmail_=
quote" style=3D"margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,=
204);padding-left:1ex"><div text=3D"#000000" bgcolor=3D"#FFFFFF"><div>
      <br>
      Thanks <br>
      Mohit Kaushik<div><div class=3D"h5"><br>
      =C2=A0 <br>
      On 09/28/2015 10:49 PM, Moises Baly wrote:<br>
    </div></div></div><div><div class=3D"h5">
    <blockquote type=3D"cite">
     =20
      <div dir=3D"ltr">
        <div>Hi Keith,</div>
        <div><br>
        </div>
        No I wasn&#39;t aware of that. So I&#39;ll move forward with the cu=
stom
        iterator.
        <div><br>
        </div>
        <div>Thank you for your time,</div>
        <div><br>
        </div>
        <div>Moises</div>
      </div>
      <div class=3D"gmail_extra"><br>
        <div class=3D"gmail_quote">On Mon, Sep 28, 2015 at 12:35 PM, Keith
          Turner <span dir=3D"ltr">&lt;<a href=3D"mailto:keith@deenlo.com" =
target=3D"_blank">keith@deenlo.com</a>&gt;</span>
          wrote:<br>
          <blockquote class=3D"gmail_quote">
            <div dir=3D"ltr"><span>On Mon, Sep 28, 2015 at 12:19
                PM, Moises Baly <span dir=3D"ltr">&lt;<a href=3D"mailto:moi=
ses@spatially.com" target=3D"_blank">moises@spatially.com</a>&gt;</span>
                wrote:<br>
              </span>
              <div>
                <div class=3D"gmail_extra">
                  <div class=3D"gmail_quote"><span>
                      <blockquote class=3D"gmail_quote">
                        <div dir=3D"ltr"><span>Hi all:</span>
                          <div><br>
                          </div>
                          <div>I would like to perform a range scan on a
                            table, tweaking the definition of what goes
                            into a particular key range. One way I can
                            think of is writing a filter on the key, and
                            that would work fine. But I think it would
                            be slow compared to a scan / seek custom
                            iterator. How does the underlying login
                            works? Does Filter goes through all records,
                            or since is sorted follows the same
                            underlying logic as a scan? Would a custom
                            iterator perform better?</div>
                        </div>
                      </blockquote>
                      <div><br>
                      </div>
                    </span>
                    <div>Yes, filter will read all data.=C2=A0 Custom
                      iterator that seeks may be faster.<br>
                      <br>
                      Are you aware of the following?<br>
                      <br>
                      <a href=3D"https://issues.apache.org/jira/browse/ACCU=
MULO-3961" target=3D"_blank">https://issues.apache.org/jira/browse/ACCUMULO=
-3961</a><br>
                      <a href=3D"https://github.com/apache/accumulo/pull/42=
" target=3D"_blank">https://github.com/apache/accumulo/pull/42</a><br>
                    </div>
                    <span>
                      <div>=C2=A0</div>
                      <blockquote class=3D"gmail_quote">
                        <div dir=3D"ltr">
                          <div><br>
                          </div>
                          <div>Thank you for your time,</div>
                          <div><br>
                          </div>
                          <div>Moises</div>
                        </div>
                      </blockquote>
                    </span></div>
                  <br>
                </div>
              </div>
            </div>
          </blockquote>
        </div>
        <br>
      </div>
    </blockquote>
    <br>
    <br>
    </div></div><div>-- <br>
     =20
     =20
     =20
     =20
     =20
      <p><font face=3D"Arial New"><b> Mohit Kaushik</b></font> <font face=
=3D"Arial"><font style=3D"font-size:9pt" size=3D"2"><br>
            Software Engineer<br>
            A Square,Plot No. 278, Udyog
            Vihar, Phase 2, Gurgaon 122016, India <br>
          </font></font><font face=3D"Arial"><font style=3D"font-size:9pt" =
size=3D"2"><b>Tel:</b></font></font><font face=3D"Arial"><font style=3D"fon=
t-size:9pt" size=3D"2">
            <a href=3D"tel:%2B91%20%28124%29%204969352" value=3D"+911244969=
352" target=3D"_blank">+91 (124) 4969352</a> | </font></font><font face=3D"=
Arial"><font style=3D"font-size:9pt" size=3D"2"><b>Fax:</b></font></font><f=
ont face=3D"Arial"><font style=3D"font-size:9pt" size=3D"2">
            <a href=3D"tel:%2B91%20%28124%29%204033553" value=3D"+911244033=
553" target=3D"_blank">+91 (124) 4033553</a>
            <br>
            <br>
            <a href=3D"http://politicomapper.orkash.com" target=3D"_blank">=
<img src=3D"cid:part5.07050306.05000203@orkash.com"></a><font color=3D"#153=
17e"><font face=3D"Bitstream Vera Sans"><font style=3D"font-size:10pt" size=
=3D"2">interactive social intelligence at work...</font><br>
                <br>
              </font></font><a href=3D"https://www.facebook.com/Orkash2012"=
 target=3D"_blank"><img src=3D"cid:part7.02080902.06070708@orkash.com"></a>=
=C2=A0<a href=3D"http://www.linkedin.com/company/orkash-services-private-li=
mited" target=3D"_blank"><img src=3D"cid:part9.02090501.01050601@orkash.com=
"></a>=C2=A0<a href=3D"https://twitter.com/Orkash" target=3D"_blank"><img s=
rc=3D"cid:part11.05090208.05050709@orkash.com"></a>=C2=A0<a href=3D"http://=
www.orkash.com/blog/" target=3D"_blank"><img src=3D"cid:part13.01010803.010=
10509@orkash.com"></a>=C2=A0<a href=3D"http://www.orkash.com" target=3D"_bl=
ank"><img src=3D"cid:part15.02030900.04010000@orkash.com"></a><br>
            <a href=3D"http://www.orkash.com" target=3D"_blank"><img src=3D=
"cid:part17.07050409.03040000@orkash.com" name=3D"15017795dcb73e69_graphics=
1" height=3D"45" width=3D"128" border=3D"0/" align=3D"BOTTOM"></a>
            <font color=3D"#15317e"><font face=3D"Bitstream Vera Sans"><fon=
t style=3D"font-size:10pt" size=3D"2">...
                  ensuring Assurance in complexity and uncertainty<br>
                  <br>
                </font></font></font><font color=3D"#707070"><font face=3D"=
Bitstream Vera Sans"><font style=3D"font-size:10pt" size=3D"2"><i>This
                    message including the attachments, if any, is a
                    confidential business
                    communication. If you are not the intended recipient
                    it may be
                    unlawful for you to read, copy, distribute, disclose
                    or otherwise use
                    the information in this e-mail. If you have received
                    it in error or
                    are not the intended recipient, please destroy it
                    and notify the
                    sender immediately. Thank you </i></font></font></font>=
</font><font face=3D"Bitstream Vera Sans"><font style=3D"font-size:10pt" si=
ze=3D"2">
            </font></font>
        </font></p>
      <font face=3D"Arial">
        </font></div>
  </div>

</blockquote></div><br></div></div>

--047d7bdc1b8cbdb8bb0520e44ac0--

--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/jpeg; name=graphics1
Content-Disposition: inline; filename=graphics1
Content-Transfer-Encoding: base64
Content-ID: <part17.07050409.03040000@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.7
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--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/jpeg; name="PoliticoMapper_logo.jpg"
Content-Disposition: inline; filename="PoliticoMapper_logo.jpg"
Content-Transfer-Encoding: base64
Content-ID: <part5.07050306.05000203@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.1
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--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/bmp; name="favicon.bmp"
Content-Disposition: inline; filename="favicon.bmp"
Content-Transfer-Encoding: base64
Content-ID: <part15.02030900.04010000@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.6
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--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/png; name="linkedin.png"
Content-Disposition: inline; filename="linkedin.png"
Content-Transfer-Encoding: base64
Content-ID: <part9.02090501.01050601@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.3
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--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/png; name="blog.png"
Content-Disposition: inline; filename="blog.png"
Content-Transfer-Encoding: base64
Content-ID: <part13.01010803.01010509@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.5
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--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/png; name="twitter.png"
Content-Disposition: inline; filename="twitter.png"
Content-Transfer-Encoding: base64
Content-ID: <part11.05090208.05050709@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.4
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--047d7bdc1b8cbdb8c00520e44ac1
Content-Type: image/png; name="facebook.png"
Content-Disposition: inline; filename="facebook.png"
Content-Transfer-Encoding: base64
Content-ID: <part7.02080902.06070708@orkash.com>
X-Attachment-Id: 40d5507efe2d7208_0.1.2
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--047d7bdc1b8cbdb8c00520e44ac1--