Boosting Up Fuzzy Lookups Performance
Aug 12, 2007Hello there,
Is there any way to increase the speed of search while performing fuzzy lookups against a 300,000 row Table ?
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Fuzzy Lookups And Groupings Algorithm
Sep 28, 2006Hello,
I'm trying to clean my data using fuzzy lookup algorithm though SSIS, but i get null values everywhere. This is what i did:
I applied the fuzzy lookup in a table (tblValues). As source table i have the tblValues, and as reference table in Fuzzy Lookup i have the tblValues as well, resulting null values in all fields/columns.
Do i have to create my own reference table? If yes, how do i do that and what values will i have in this table?I didn't understand how the reference table must be in order the algorithm to work. Any suggestions?
Thank you in advance!
High Performance Lookups
Dec 22, 2007
Ive got an ETL process I have written which takes about 10 million rows from a staging database and loads it into production database with an INSERT statement. The INSERT statement makes a function call to retrieve the surrogate key for each row. The function looks in a replicated copy of our production database so no load is on our production environment during this time.
So: INSERT INTO foo(...) SELECT name, address, zip, dbo.fnGetSurrKey( name, address)
It took about 12hrs to insert 6 million rows last night and Im wondering if there is a better way of doing this. Maybe a multithreaded way like SSIS might have.
Assuming my function is optimized as much as possible, does anyone have any tips for speeding this up?
Also, the machine this ran on has 16gb of RAM but was setup to use only 2GB during this process. I have already changed it to 12gb and restarted the process a week ago, but the change doesnt take affect until you reboot. Would I see a significant performance increase from that?
Fuzzy Logic Performance
Jan 12, 2006Hello,
I am just wondering if someone out there has tried some Fuzzy matching on databases of large scale i.e - about 20 million contact records. Suppose I wanted to perform matching/ grouping to 10 000 incoming messages. How fast does this usually take? What is the dependence on the number of fields chosen for the match?
Any insight is greatly appreciated,
Lubomir
Fuzzy Grouping Performance Issue
May 30, 2007Hello All,
We have a SSIS package which includes Fuzzy Grouping in Data Flow. It takes two columns from source table and saves outputs in different table with match score etc. Following is the way we are doing it:
1. Load required data from table using OLEDB connection (source)
2. Sort the data
3. Apply Fuzzy grouping (using dedicated database instead tempdb and MinSimilarity = 0.6)
4. Send to destination table using OLEDB connection (destination)
In input table we have millions of records. It takes too long to execute and even sometime it fails after running 12 hours. Any suggestions for performance improvement are welcomed.
Appreciate your help.
Thanks and regards,
Ashish Basran
Boosting
Sep 5, 2007Does SQLServe 2005 have support for boosting or bagging?
View 3 Replies View RelatedDifference Between The Fuzzy Lookup And Fuzzy Grouping In Ssis
Aug 14, 2007Dear Friends,
i think fuzzy lookup
COMPARES WHAT WE ARE MAPING THE COLUMNS WITH SPELLING (IT WILL REJECT ATLEAST 1 LETTER IS DIFFRENT IN ANY RECORD MAPPED COLUMN) EX: RAVI != REVI
what is fuzzy grouping ???? please explain
regards
koti
Performance Expectations For Fuzzy Lookup Against 25mill Row Lookup Table
Oct 31, 2007We did some "at scale" fuzzy lookup tests today and were rather disappointed with the performance. I'm wanting to know your experience so I can set my performance expectations appropriately.
We were doing a fuzzy lookup against a lookup table with 25 million rows. Each row has 11 columns used in the fuzzy lookup, each between 10-100 chars. We set CopyReferenceTable=0 and MatchIndexOptions=GenerateAndPersistNewIndex and WarmCaches=true. It took about 60 minutes to build that index table, during which, dtexec got up to 4.5GB memory usage. (Is there a way to tell what % of the index table got cached in memory? Memory kept rising as each "Finished building X% of fuzzy index" progress event scrolled by all the way up to 100% progress when it peaked at 4.5GB.) The MaxMemoryUsage setting we left blank so it would use as much as possible on this 64-bit box with 16GB of memory (but only about 4GB was available for SSIS).
After it got done building the index table, it started flowing data through the pipeline. We saw the first buffer of ~9,000 rows get passed from the source to the fuzzy lookup transform. Six hours later it had not finished doing the fuzzy lookup on that first buffer!!! Running profiler showed us it was firing off lots of singelton SQL queries doing lookups as expected. So it was making progress, just very, very slowly.
We had set MinSimilarity=0.45 and Exhaustive=False. Those seemed to be reasonable settings for smaller datasets.
Does that performance seem inline with expectations? Any thoughts to improve performance?
Fuzzy Search - Exposing SSIS Fuzzy Capabilities Outside Of SSIS?
Apr 15, 2008
I've been looking into ways to accomplish a fuzzy search and SSIS makes that possible if I want to do a bulk import or something like it. But what it I just want to look stuff up at any given time not haveing to run the package?
Is it possible to expose the fuzzy lookup outside of SSIS to for example t-sql?
Here's an example:
I want to lookup the music artist "Notorious BIG" but in the database it is "Notorious B.I.G." if I use the SSIS fuzzy lookup I basically get what I'm looking for. But how would I call this from a web application? So then I tried Full text search but this doesn't really work out as well.
Will I have to re-write the logic that the fuzzy lookup uses to enable it to work? i.e. using Full Text Indexes and FreeTextTable, ContainsTable, SoundEx and the like to somewhat even come close to what the Fuzzy Lookup has?
DTS Lookups
Aug 24, 2001I saw a DTS Lookup sample here on SWYNK, but I still have no idea what they're talking about.
Can someone dissect this piece of code and tell me what it does?
DTSLookups("TransformSpecialty").Execute(DTSSource ("LocalSpecialty").Value)
You can reference those tables they have in the example. http://www.swynk.com/friends/green/dtslookups.asp
Thanks!
Lost, ttlai
Problem With Too Many Lookups!!
Feb 28, 2008Hi,
My process passing 1,000,000 rows to a data flow with about 20 lookups to get the keys that I wantted .
Most lookups have small number of rows except one with over 5,000,000 rows. I cannot get the process to run (the process hanged) probably because of memory issue. Any clue where/how I can tune it.
Thanks
Date Lookups
Nov 13, 2006I want to do a lookup on date column. My lookup date is of type smalldatetime, and my date is of type datetime (date with time component). My lookup is failing because of incompatible data types.
How do I perform the lookup with date columns having date and time components?
Table Lookups
Mar 17, 2008Im having a little diff speeding up the below process
I have two tables table a contains 300,000 rows which are unique however the identifier can appear more than once. The fields im interested in are the identifier and a date/time field.
Table two also contains an identifier and a date field and again can contain multiple instances of the identifier with a variyity of dates.
For each row in table a i want to review the date and look up table b for the first date greater then or equal to the date linking by the identifier.
i have managed to do this via the code below however it takes 45 mins and i want to speed this up.
Select
a.*,
(select Min(DateB) as DateB From #tableB b where a.identifier = b.identifier and b.DateB >= a.DateA) asDATE
From #TableA a
Large Lookups
Apr 28, 2008Hello,
I have a source table with few million rows in it. As a part of transformation, I need around 10 lookups in 10+ different tables, all of them having few million rows each. I am looking for an approach that would be reasonably speedy and easy to manage future changes.
Here are some of the things that I have tried...
(1) If I implement as lookup components, they cause developer machine to go really slow and takes forever to run.
(2) I tried having OLE DB Source query to fetch required data up front. But the source query becomes very complicated which will be even harder for future changes. And this big query cause SQL Server to become unresponsive.
(3) Update queries on target table are also causing server to be unresponsive.
What would you guys suggest for this type of implementation?
Kapil
Multi Table Lookups
Sep 12, 2014 I have some SQL experience, but nothing past basic commands. I'm trying to take some data held by an application to use as CSV import into another application.I have two tables from an application, one holds references made in another.The first tables holds details about a person:
field1=name field2=age field3=country
Joe,50,1
Country is held as a number, then there is another table that holds all the countries:
field1=id field2=description
1,USA
2,France
3,Germany
I want to do a lookup where it returns:
Joe,50,USA
Memory Problem With Lookups!!!
Mar 26, 2008Hi,
We use lookups to join a few huge tables in SSIS (each has more than 40 million rows). The process took almost two days to complete when we select partial load on lookups. It stops/locks if we select full load on lookups.
We have a 32bit server so SSIS uses only 2-3GB of available memory no matter how big RAM we have. It seems the best solution for my problem is to move to 64bit server so SSIS uses up to 16GB of Ram.
For now I am researching for a remedy solution to get better performance from our current environment while we are waiting for the big server.
I’d like to hear your thoughts and options that may improve the performance of our package. Dose partitioning help? What else could be helpful?
Transformation For Lookups Between Two Values
Jul 6, 2006I have a dimension table for Retail Order Size. Each row in the dimension has a Starting Value and Ending Value column pair. In TSQL, the correct RetailOrderSize key is found by using the BETWEEN statement, like so:
SELECT RetailLevelKEY
FROM dbo.DimRetailOrderSize
WHERE @Sec1Retail BETWEEN StartingValue AND EndingValue
Is there a Data Flow Task Transformation in SSIS that replicates this functionality, or some other way of getting to the same answer in SSIS?
Thanks in advance for your help
DTS Designer Lookups Error
Apr 16, 2008
Whenever we open a task and choose the lookups tab ellypsis button we get this error
Microsoft SQL Server Management Studio has encountered a problem and needs to close. We are sorry for the inconvenience.
If you were in the middle of something, the information you were working on might be lost.
Any idea what might be causing this? Am I missing something?
SSIS Non-Equijoin Lookups
Apr 25, 2006When do a fact table load...I have to perform lookups against the dimension
tables. The dimensions tables I have support slow changes, however, and thus
have multiple rows for a single legacy key under different effective start
and end dates. In order to do this lookup, I have to not just join on the
legacy key, but also validate that the date of the transaction I'm loading is
between the effective date range of the dimension item.
It seems the Lookup task only supports equijoins. Am I missing something
here? How is this accomplished if you can use greater than or equal to and
less than type join conditions?
Case Insensitive Lookups?
Feb 2, 2006Is there an easy way to get the Lookup component to ignore case?
View 1 Replies View RelatedLookups And Their Error Flows
Nov 13, 2006So I have three lookups in a row in my data flow. Basically they are doing data quality checks for me using a reference table.
I want to be able to take the error flows of the three lookups and merge them together (union all) so that I can insert the "errors" (or non matches) into a table.
Can't do it. Because SSIS deems non-matches as "errors" you automatically get the errorCode and errorColumn fields. When you try to union a lookup error output with another lookup's error output, you can't do it.
What I would like to see is a lookup act more like a conditional statment where you have three outputs of a lookup table: match found, no match found, and error. Either that, or I'd like to be able to edit the names of the errorCode and errorColumn fields.
Am I missing something here, or do I need to just add an OLE destination for each lookup error flow when I only want one? 'Course the problem then is that I want to count the number of rows that are in "error" across all of the lookups.
Consolidating Multiple Lookups
Feb 18, 2007In many of my packages I have to translate an organizational code into a surrogate key. The method for translating is rather convoluted and involves a few lookup tables. (For example, lookup in the OrgKey table. If there is a match, use that key; if not, do a lookup of the first 5 characters in the BUKey table. If there is a match, use that key; if not, do a lookup of the first 2 characters... You get the idea.)
Since many of my packages use this same logic, I would like to consolidate it all into one custom transformation. I assume I can do this with a script transform, but then I'd lose all the caching built into the lookup transforms.
Should I just bite the bullet, and copy and paste the whole Rube Goldberg contraption of cascading lookup transforms into each package? Or is there a better solution I'm overlooking?
Passing Parameters To LookUps
Jun 1, 2007I am trying to make a SSIS package..
In the dataflow of my package, I must check from one table whether a row exists, and if that row exists, I should get some other row from another table, and update that..
I think to check whether a row exists, i should use "Look Up"
But cant we pass parameters to LookUP?
I am trying to use this SQL:
SELECT count(*) FROM ServicePackets where ID = ? and CHANGEDATE > ? and status = 1
I should get if that row exists or not only... (true or false)
How can i use parameters in LookUps?
How To Automate TONS Of Lookups
Apr 10, 2008
OK I have this table I am grbbing from Oracle and I need to take selected columns and do a value lookup against another table: IE Here is a list of fields I get from Oracle:
Code SnippetENTRY_ID
SUBMITTER
CREATE_DATE
ASSIGNEE
LAST_MODIFIED_BY
MODIFIED_DATE
STATUS
SHORT_DESCRIPTION
CATEGORY
TYPE
ITEM
SCHEMA_NAME
SCHEMA_KEYWORD
ID
FULL_NAME
USERNAME
PAGER
PAGERPIN
PAGING_METHOD
RECORD_TYPE
GROUP_ID
GROUP_ALIAS
APPLICATION
NOTIFICATION_SERVICE
ARS_GROUP_NAME
GROUP_TYPE
AUDIT_TRAIL
FULL_NAME_
RESPONSIBILITY
PAGER_EMAIL_ADDRESS
Now I need to do a value lookup on these fields:
Code SnippetSTATUS
RESPONSIBILITY
In this example it is only 2 but in other conversions it could be 20 or more... Now here is my select statement for each Field (The ? being the FIELD from before IE Status or Responsibility):
The is for Status:
Code Snippet
SELECT VALUE AS STATUS_VALUE
FROM Field_Values
WHERE (NAME = 'Project Name') AND (ENUMID = ?) AND (FIELDNAME = 'Status')
This is for Responsibility:
Code SnippetSELECT VALUE AS RESPONSIBILITY_VALUE
FROM Field_Values
WHERE (NAME = 'Project Name') AND (ENUMID = ?) AND (FIELDNAME = 'Responsibility')
So for this the way I am doing it now is I have 2 "Lookup" Components setup... It works fine... However as I said when I get say 20 or so it gets really tiresome. I was wondering if I could feed it a EXCEL or XML file saying these are the fields that need a value lookup where:
FIELD - Project - FIELDNAME VALUE - OUTPUT VALUE
So with this example I would have a file saying something like this:
STATUS - Project Name - Status - STATUS_VALUE
RESPONSIBILITY - Project Name - Responsibility - RESPONSIBILITY_VALUE
Then it runs whatever and returns the *_VALUE for each row it goes through... Any suggestions?
How Not To Cache In Lookups To Oracle
Jul 20, 2006Why can you not turn off the caching in a Lookup against Oracle?
I have an exceedingly complicated SQL statement like this -
SELECT OBJECT_ID, OBJECT_CODE FROM OBJECT_TABLE
If I turn off the cache for a lookup I get bombarded with this rubbish-
Error 8 Validation error. DFT Load STATUS: LKP Get RESULT_NO [128]: An OLE DB error has occurred. Error code: 0x80040E14. An OLE DB record is available. Source: "Microsoft OLE DB Provider for Oracle" Hresult: 0x80040E14 Description: "ORA-00933: SQL command not properly ended ". Update.dtsx 0 0
Error 9 Validation error. DFT Load DAY_STATUS: LKP Get RESULT_NO [128]: OLE DB error occurred while loading column metadata. Check SQLCommand and SqlCommandParam properties. Update.dtsx 0 0
I have tried modifying the Cache SQL Statement as well, but to no avail. I am using the MSDAORA.1 provider against "Oracle9i Enterprise Edition Release 9.2.0.7.0 - 64bit Production".
Any ideas ?
FAct TABLE LOOKUPs Data
Jun 19, 2007Hi,
Please help me out in loading the fact tables
I had used lookup on DIM table to get my SUK and if I use union transformation to get the out put from each lookup and then loading the data with some condition the data in my fact is not loading in a proper format.
The union transformation is splitting the out put in to different records
Please do inform me about which transformation should be used to get the data from lookup tables.
Or please do inform me the approach to load the fact table in SSIS.
I€™m basically INFORMATICA resource and I€™m implementing in terms of INFORMATICA
Lookups And INSERT OR UPDATE Statements ...
Apr 8, 2008Our existing DW's ETL was written in a very complex fashion by the previous team. They use DTS package lookups to read a row in the Source SQL Server database see if that row exists in the taget SQL Server database. If the row does not exist, they use ActiveX scripts to INSERT the row in the target SQL Server database. If it exists, they update the row on the target side. How would you do this in SSIS? Apologize if this sounds like a basic question, however, I would have done this via Stored Procedures or SQL Scripts especially since it involves SQL Servers alone. Appreciate any help.
View 6 Replies View RelatedWork Tables/bookmark Lookups
Feb 4, 2006I notice that SQL Server 2005 creates worktables where SQL 2000 does not. Often these work tables appear in STATISTICS IO, but they show a 0 scan count and 0 logical reads. These worktables often appear to be substituted for bookmark lookups.
Has the optimizer decided to use worktables instead of bookmark lookups (often resulting in a higher cost plan)?
Sharon
4 Lookups Against Single Large Table
May 4, 2006I need to do a 4 column lookup against a large table (1 Million rows) that contains 4 different record types. The first lookup will match on colums A, B, C, and D. If no match is found, I try again with colums A, B, C, and '99' in column D. If no match, try again with column A, B, D, and '99' in Column C. Finally, if no match in any of the above, use column A, '99' in B, '99' in C, '99' in D. I will retreive 2 columns from the lookup table.
My thought is that breaking this sequence out into 4 different tables/ lookups would be most efficient. The other option would be to write a script that handled this logic in a single transform with an in-memory table. My concern is that the size of the table would be too large to load into memory.
Any ideas/suggestions would be appreciated.
Sql Compact For High Speed Lookups?
Jul 5, 2007Is there any particular throughput/network/memory advantages to using Sql Compact files as lookup reference table sources, particular for static or largely static data, and if the SSIS package execution servers are running jobs remotely, aka, not "on the database server"?
I've been experimenting using Sql Compact as a OLEDB lookup source for reference data (business key => surrogate key), for example, using an OLEDB connection manager with the following connection string.
Data Source="C:\ISRoot\Cache\Cache.sdf";Provider=microsoft.sqlserver.mobile.oledb.3.0;
Cleaning Data In SSIS Using Lookups.
Dec 19, 2007All
I am in trying to clean and standardize the data during the ETL processes using the €œLookup Data Flow Transformation€? in SSIS€¦
I am able to clean data by replacing the values in columns with values from a reference table, using an exact lookup to locate values in a reference table.
What I would like to do is €œif there is NO exact match€? replace it by e.g. zero or some other value which means €œno reference data available€?, how do I do this?
Any help is much appreciated.
Thanks,
Manojkumar
Lookup Based On Results Of Previous Lookups
Feb 17, 2008i'd like to use ssis on a certain project but am concerned that one of my transformations needs lookup results to be based on actions taken on previous lookups and that the toolkit doesnt really offer something like that.
so, i have a dataflow whose first component extracts certain kinds of data from an xml document.
each row returned by the latter needs a lookup but the results of that lookup may dictate a certain kind of update. The next row's lookup may need to be influenced by the previous row's update.
So I think I have two challenges, 1) combining a lookup and update, 2) making sure the buffer architecture completes one lookup and update before the next lookup begins.
Lookups In SSIS Vs. Stored Proc Joins
Jan 22, 2008Have a situation where I need to check 100+ columns in the dataflow against lookup values to make sure all values are valid, and wanted to take a poll. Would it be better to
1) load the data into a working table and use traditional stored procedure (either NOT IN or LEFT OUTER JOIN where x is null) in order to weed out my bad values against my lookup table.....example
SELECT a.Col1
b.Col2
FROM Table1 a
LEFT OUTER JOIN Table2 b
ON (a.JoinCol = b.JoinCol)
WHERE b.JoinCol IS NULL
This results in poor performance b/c my temp work table is not really optimized for joins over to the lookup tables & I have so many columns that I don't really want to add all these indexes - my thoughts were that the index builds would take longer than the table scans.
OR
2) Use a huge number of lookup transforms in my data flow and keep it all in SSIS.
#1 is easier to maintain (my opinion) for future purposes but slower b/c I don't want to deal with indexes on the work table b/c it will be highly volatile. So - less cumbersome but slower
#2 will be more difficult to maintain b/c of the sheer # of lookups (since I can't change the SQL statement @ run time I have to put them all in separate lookups). Probably will run faster though b/c I won't have to deal with the transfer of the data to the db and also will avoid the table scans from #1. So - more cumbersome but faster.
What do others think? Or is there a better way?