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Posted to dev@lucene.apache.org by "Michael McCandless (JIRA)" <ji...@apache.org> on 2010/05/07 14:40:47 UTC

[jira] Updated: (LUCENE-2450) Explore write-once attr bindings in the analysis chain

     [ https://issues.apache.org/jira/browse/LUCENE-2450?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Michael McCandless updated LUCENE-2450:
---------------------------------------

    Attachment: pipeline.py

Attached patch.

Run it like this: {{python pipeline.py}}, and it analyzes the silly
sentence "this is a test of the emergency broadcast system", producing
this output:

{noformat}
TERM=test pos=3
TERM=emergency pos=6
TERM=911 pos=6
TERM=broadcast pos=7
TERM=television pos=7
TERM=tv pos=7
TERM=system pos=8

done!
{noformat}

It's very much just a prototype -- I cheat in certain places (eg I
don't have strongly typed attrs, just a single Anything class) -- but
the gist of the idea is visible.


> Explore write-once attr bindings in the analysis chain
> ------------------------------------------------------
>
>                 Key: LUCENE-2450
>                 URL: https://issues.apache.org/jira/browse/LUCENE-2450
>             Project: Lucene - Java
>          Issue Type: Improvement
>          Components: Analysis
>            Reporter: Michael McCandless
>         Attachments: pipeline.py
>
>
> I'd like to propose a new means of tracking attrs through the analysis
> chain, whereby a given stage in the pipeline cannot overwrite attrs
> from stages before it (write once).  It can only write to new attrs
> (possibly w/ the same name) that future stages can see; it can never
> alter the attrs or bindings from the prior stages.
> I coded up a prototype chain in python (I'll attach), showing the
> equivalent of WhitespaceTokenizer -> StopFilter -> SynonymFilter ->
> Indexer.
> Each stage "sees" a frozen namespace of attr bindings as its input;
> these attrs are all read-only from its standpoint.  Then, it writes to
> an "output namespace", which is read/write, eg it can add new attrs,
> remove attrs from its input, change the values of attrs.  If that
> stage doesn't alter a given attr it "passes through", unchanged.
> This would be an enormous change to how attrs are managed... so this
> is very very exploratory at this point.  Once we decouple indexer from
> analysis, creating such an alternate chain should be possible -- it'd
> at least be a good test that we've decoupled enough :)
> I think the idea offers some compelling improvements over the "global
> read/write namespace" (AttrFactory) approach we have today:
>   * Injection filters can be more efficient -- they need not
>     capture/restoreState at all
>   * No more need for the initial tokenizer to "clear all attrs" --
>     each stage becomes responsible for clearing the attrs it "owns"
>   * You can truly stack stages (vs having to make a custom
>     AttrFactory) -- eg you could make a Bocu1 stage which can stack
>     onto any other stage.  It'd look up the CharTermAttr, remove it
>     from its output namespace, and add a BytesRefTermAttr.
>   * Indexer should be more efficient, in that it doesn't need to
>     re-get the attrs on each next() -- it gets them up front, and
>     re-uses them.
> Note that in this model, the indexer itself is just another stage in
> the pipeline, so you could do some wild things like use 2 indexer
> stages (writing to different indexes, or maybe the same index but
> somehow with further processing or something).
> Also, in this approach, the analysis chain is more informed about the
> what each stage is allowed to change, up front after the chain is
> created.  EG (say) we will know that only 2 stages write to the term
> attr, and that only 1 writes posIncr/offset attrs, etc.  Not sure
> if/how this helps us... but it's more strongly typed than what we have
> today.
> I think we could use a similar chain for processing a document at the
> field level, ie, different stages could add/remove/change different
> fields in the doc....

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