Re: [Kaldi-users] LM grafting

[Nagendra G. <nag...@go...>]

A systematic way for identifying special elements in text will be very
useful. Currently  NSW-EXPAND from festival conflicts with this sub-grammar
approach although otherwise it's a good lm pre-processing step.

Nagendra Kumar Goel
On May 24, 2015 4:45 PM, "Matthew Aylett" <mat...@gm...> wrote:

> Not sure if this is relevant to this thread. But in the speech synthesis
> system branch we have a very early text normaliser which (when complete)
> will detect things like phone numbers addresses, currencies etc. The output
> form this could then be used to inform language model building. Currently
> it deals with symbols and tokenisations in English.
>
> Potentially `(although I wasn't currently planning on this), the text
> normaliser could be written in thrax - based on openfst - authored by
> Richard Sproat I believe). However if this approach would benefit ASR as
> well then it might be worth doing it this way rather than my plan of a
> simple greedy normaliser.
>
> v best
>
> Matthew Aylett
>
>
> On Sun, May 24, 2015 at 8:34 AM, Dimitris Vassos <dva...@gm...>
> wrote:
>
>> We have access to several corpora and we are trying to put together
>> something appropriate.
>>
>> In the next couple of days, we will also volunteer a server to set it all
>> up and run the tests.
>>
>> Dimitris
>>
>> > On 24 Μαΐ 2015, at 02:06, Daniel Povey <dp...@gm...> wrote:
>> >
>> > One possibility is to use a completely open-source setup, e.g.
>> > Voxforge, and forget about the "has a clear advantage" requirement.
>> > E.g. target anything that looks like a year, and make a grammar for
>> > years.
>> > Dan
>> >
>> >
>> > On Fri, May 22, 2015 at 6:32 AM, Nagendra Goel
>> > <nag...@go...> wrote:
>> >> Since I cannot volunteer my enviornment, do you recommend another
>> >> enviornment  where this can be prototyped and where you can check in
>> some
>> >> class lm recipe that has advantage.
>> >>
>> >> Nagendra
>> >>
>> >> Nagendra Kumar Goel
>> >>
>> >>> On May 21, 2015 11:01 PM, "Dimitris Vassos" <dva...@gm...>
>> wrote:
>> >>>
>> >>> +1 for the class-based LMs. I have also been interested in this
>> >>> functionality for some time now, so will be more than happy to try
>> out the
>> >>> current implementation, if possible.
>> >>>
>> >>> Thanks
>> >>> Dimitris
>> >>>
>> >>>> On 22 Μαΐ 2015, at 01:34, kal...@li...
>> >>>> wrote:
>> >>>>
>> >>>> Send Kaldi-users mailing list submissions to
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>> >>>> than "Re: Contents of Kaldi-users digest..."
>> >>>>
>> >>>>
>> >>>> Today's Topics:
>> >>>>
>> >>>>  1. Re: LM grafting (Daniel Povey)
>> >>>>  2. Re: LM grafting (Kirill Katsnelson)
>> >>>>  3. Re: LM grafting (Hainan Xu)
>> >>>>  4. Re: LM grafting (Sean True)
>> >>>>
>> >>>>
>> >>>>
>> ----------------------------------------------------------------------
>> >>>>
>> >>>> Message: 1
>> >>>> Date: Thu, 21 May 2015 15:04:04 -0400
>> >>>> From: Daniel Povey <dp...@gm...>
>> >>>> Subject: Re: [Kaldi-users] LM grafting
>> >>>> To: Sean True <se...@se...>
>> >>>> Cc: Hainan Xu <hai...@gm...>,
>> >>>>   "kal...@li..."
>> >>>>   <kal...@li...>,    Kirill Katsnelson
>> >>>>   <kir...@sm...>
>> >>>> Message-ID:
>> >>>>   <CAEWAuySHaXwdNJZAoL6CanzHth=
>> k4Y...@ma...>
>> >>>> Content-Type: text/plain; charset=UTF-8
>> >>>>
>> >>>> The general approach is to create an FST for the little language
>> >>>> model, and then to use fstreplace to replace instances of a
>> particular
>> >>>> symbol in the top-level language model, with that FST.
>> >>>> The tricky part is ensuring that the result is determinizable after
>> >>>> composing with the lexicon.  In general our solution is to add
>> special
>> >>>> disambiguation symbols at the beginning and end of each of the
>> >>>> sub-FSTs, and of course making sure that the sub-FSTs are themselves
>> >>>> determinizable.
>> >>>> Dan
>> >>>>
>> >>>>
>> >>>>> On Thu, May 21, 2015 at 3:01 PM, Sean True <
>> se...@se...>
>> >>>>> wrote:
>> >>>>> That's a subject of some general interest. Is there a discussion of
>> the
>> >>>>> general approach that was taken somewhere?
>> >>>>>
>> >>>>> -- Sean
>> >>>>>
>> >>>>> Sean True
>> >>>>> Semantic Machines
>> >>>>>
>> >>>>>> On Thu, May 21, 2015 at 2:14 PM, Daniel Povey <dp...@gm...>
>> >>>>>> wrote:
>> >>>>>>
>> >>>>>> Nagendra Goel has worked on some example scripts for this type of
>> >>>>>> thing, and with Hainan we were working on trying to get it cleaned
>> up
>> >>>>>> and checked in, but he's going for an internship so it will have to
>> >>>>>> wait.  But Nagendra might be willing to share it with you.
>> >>>>>> Dan
>> >>>>>>
>> >>>>>>
>> >>>>>> On Thu, May 21, 2015 at 2:10 PM, Kirill Katsnelson
>> >>>>>> <kir...@sm...> wrote:
>> >>>>>>> Suppose I have a language model where one token (a "word") is a
>> >>>>>>> pointer
>> >>>>>>> to a whole another LM. This is a practical case when you expect an
>> >>>>>>> abrupt
>> >>>>>>> change in model, a clear example being "my phone number is..." and
>> >>>>>>> then
>> >>>>>>> you'd expect them rattling a string of digits. Is there any
>> support
>> >>>>>>> in kaldi
>> >>>>>>> for this?
>> >>>>>>>
>> >>>>>>> Thanks,
>> >>>>>>>
>> >>>>>>> -kkm
>> >>>>>>>
>> >>>>>>>
>> >>>>>>>
>> ------------------------------------------------------------------------------
>> >>>>>>> One dashboard for servers and applications across
>> >>>>>>> Physical-Virtual-Cloud
>> >>>>>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>>>>> Performance metrics, stats and reports that give you Actionable
>> >>>>>>> Insights
>> >>>>>>> Deep dive visibility with transaction tracing using APM Insight.
>> >>>>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>>>> _______________________________________________
>> >>>>>>> Kaldi-users mailing list
>> >>>>>>> Kal...@li...
>> >>>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>>>
>> >>>>>>
>> >>>>>>
>> >>>>>>
>> ------------------------------------------------------------------------------
>> >>>>>> One dashboard for servers and applications across
>> >>>>>> Physical-Virtual-Cloud
>> >>>>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>>>> Performance metrics, stats and reports that give you Actionable
>> >>>>>> Insights
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>> >>>>>> _______________________________________________
>> >>>>>> Kaldi-users mailing list
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>> >>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>
>> >>>>
>> >>>>
>> >>>> ------------------------------
>> >>>>
>> >>>> Message: 2
>> >>>> Date: Thu, 21 May 2015 19:24:38 +0000
>> >>>> From: Kirill Katsnelson <kir...@sm...>
>> >>>> Subject: Re: [Kaldi-users] LM grafting
>> >>>> To: "dp...@gm..." <dp...@gm...>, Sean True
>> >>>>   <se...@se...>
>> >>>> Cc: Hainan Xu <hai...@gm...>,
>> >>>>   "kal...@li..."
>> >>>>   <kal...@li...>
>> >>>> Message-ID:
>> >>>>
>> >>>> <
>> CY1...@CY...
>> >
>> >>>>
>> >>>> Content-Type: text/plain; charset="utf-8"
>> >>>>
>> >>>> Also, from the practical standpoint, backoff/discounting weights
>> usually
>> >>>> need to be massaged. Otherwise when the grafted LM is small and the
>> main LM
>> >>>> is large, the little model will tend to shoehorn an utterance into
>> itself
>> >>>> rather than let go of it. In my phone number example, everything
>> becomes
>> >>>> digits once the phone number starts.
>> >>>>
>> >>>> -kkm
>> >>>>
>> >>>>> -----Original Message-----
>> >>>>> From: Daniel Povey [mailto:dp...@gm...]
>> >>>>> Sent: 2015-05-21 1204
>> >>>>> To: Sean True
>> >>>>> Cc: Kirill Katsnelson; Nagendra Goel; Hainan Xu; kaldi-
>> >>>>> us...@li...
>> >>>>> Subject: Re: [Kaldi-users] LM grafting
>> >>>>>
>> >>>>> The general approach is to create an FST for the little language
>> model,
>> >>>>> and then to use fstreplace to replace instances of a particular
>> symbol
>> >>>>> in the top-level language model, with that FST.
>> >>>>> The tricky part is ensuring that the result is determinizable after
>> >>>>> composing with the lexicon.  In general our solution is to add
>> special
>> >>>>> disambiguation symbols at the beginning and end of each of the sub-
>> >>>>> FSTs, and of course making sure that the sub-FSTs are themselves
>> >>>>> determinizable.
>> >>>>> Dan
>> >>>>>
>> >>>>>
>> >>>>> On Thu, May 21, 2015 at 3:01 PM, Sean True <
>> se...@se...>
>> >>>>> wrote:
>> >>>>>> That's a subject of some general interest. Is there a discussion of
>> >>>>>> the general approach that was taken somewhere?
>> >>>>>>
>> >>>>>> -- Sean
>> >>>>>>
>> >>>>>> Sean True
>> >>>>>> Semantic Machines
>> >>>>>>
>> >>>>>> On Thu, May 21, 2015 at 2:14 PM, Daniel Povey <dp...@gm...>
>> >>>>> wrote:
>> >>>>>>>
>> >>>>>>> Nagendra Goel has worked on some example scripts for this type of
>> >>>>>>> thing, and with Hainan we were working on trying to get it cleaned
>> >>>>> up
>> >>>>>>> and checked in, but he's going for an internship so it will have
>> to
>> >>>>>>> wait.  But Nagendra might be willing to share it with you.
>> >>>>>>> Dan
>> >>>>>>>
>> >>>>>>>
>> >>>>>>> On Thu, May 21, 2015 at 2:10 PM, Kirill Katsnelson
>> >>>>>>> <kir...@sm...> wrote:
>> >>>>>>>> Suppose I have a language model where one token (a "word") is a
>> >>>>>>>> pointer to a whole another LM. This is a practical case when you
>> >>>>>>>> expect an abrupt change in model, a clear example being "my phone
>> >>>>>>>> number is..." and then you'd expect them rattling a string of
>> >>>>>>>> digits. Is there any support in kaldi for this?
>> >>>>>>>>
>> >>>>>>>> Thanks,
>> >>>>>>>>
>> >>>>>>>> -kkm
>> >>>>>>>>
>> >>>>>>>>
>> ------------------------------------------------------------------
>> >>>>> -
>> >>>>>>>> ----------- One dashboard for servers and applications across
>> >>>>>>>> Physical-Virtual-Cloud Widest out-of-the-box monitoring support
>> >>>>>>>> with 50+ applications Performance metrics, stats and reports that
>> >>>>>>>> give you Actionable Insights Deep dive visibility with
>> transaction
>> >>>>>>>> tracing using APM Insight.
>> >>>>>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>>>>> _______________________________________________
>> >>>>>>>> Kaldi-users mailing list
>> >>>>>>>> Kal...@li...
>> >>>>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>>>>
>> >>>>>>>
>> >>>>>>>
>> --------------------------------------------------------------------
>> >>>>> -
>> >>>>>>> --------- One dashboard for servers and applications across
>> >>>>>>> Physical-Virtual-Cloud Widest out-of-the-box monitoring support
>> with
>> >>>>>>> 50+ applications Performance metrics, stats and reports that give
>> >>>>> you
>> >>>>>>> Actionable Insights Deep dive visibility with transaction tracing
>> >>>>>>> using APM Insight.
>> >>>>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>>>> _______________________________________________
>> >>>>>>> Kaldi-users mailing list
>> >>>>>>> Kal...@li...
>> >>>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>
>> >>>> ------------------------------
>> >>>>
>> >>>> Message: 3
>> >>>> Date: Thu, 21 May 2015 15:29:54 -0400
>> >>>> From: Hainan Xu <hai...@gm...>
>> >>>> Subject: Re: [Kaldi-users] LM grafting
>> >>>> To: Daniel Povey <dp...@gm...>
>> >>>> Cc: Sean True <se...@se...>,
>> >>>>   "kal...@li..."
>> >>>>   <kal...@li...>,    Kirill Katsnelson
>> >>>>   <kir...@sm...>
>> >>>> Message-ID:
>> >>>>   <CALP+BDZvJP-2cZ+fEJEXaMaVWzgy63mtc=
>> J1E...@ma...>
>> >>>> Content-Type: text/plain; charset="utf-8"
>> >>>>
>> >>>> There is a paper in ICASSP 2015 that described some very similar
>> idea:
>> >>>>
>> >>>> Improved recognition of contact names in voice commands
>> >>>>
>> >>>>> On Thu, May 21, 2015 at 3:04 PM, Daniel Povey <dp...@gm...>
>> wrote:
>> >>>>>
>> >>>>> The general approach is to create an FST for the little language
>> >>>>> model, and then to use fstreplace to replace instances of a
>> particular
>> >>>>> symbol in the top-level language model, with that FST.
>> >>>>> The tricky part is ensuring that the result is determinizable after
>> >>>>> composing with the lexicon.  In general our solution is to add
>> special
>> >>>>> disambiguation symbols at the beginning and end of each of the
>> >>>>> sub-FSTs, and of course making sure that the sub-FSTs are themselves
>> >>>>> determinizable.
>> >>>>> Dan
>> >>>>>
>> >>>>>
>> >>>>> On Thu, May 21, 2015 at 3:01 PM, Sean True <
>> se...@se...>
>> >>>>> wrote:
>> >>>>>> That's a subject of some general interest. Is there a discussion of
>> >>>>>> the
>> >>>>>> general approach that was taken somewhere?
>> >>>>>>
>> >>>>>> -- Sean
>> >>>>>>
>> >>>>>> Sean True
>> >>>>>> Semantic Machines
>> >>>>>>
>> >>>>>>> On Thu, May 21, 2015 at 2:14 PM, Daniel Povey <dp...@gm...>
>> >>>>>>> wrote:
>> >>>>>>>
>> >>>>>>> Nagendra Goel has worked on some example scripts for this type of
>> >>>>>>> thing, and with Hainan we were working on trying to get it
>> cleaned up
>> >>>>>>> and checked in, but he's going for an internship so it will have
>> to
>> >>>>>>> wait.  But Nagendra might be willing to share it with you.
>> >>>>>>> Dan
>> >>>>>>>
>> >>>>>>>
>> >>>>>>> On Thu, May 21, 2015 at 2:10 PM, Kirill Katsnelson
>> >>>>>>> <kir...@sm...> wrote:
>> >>>>>>>> Suppose I have a language model where one token (a "word") is a
>> >>>>> pointer
>> >>>>>>>> to a whole another LM. This is a practical case when you expect
>> an
>> >>>>> abrupt
>> >>>>>>>> change in model, a clear example being "my phone number is..."
>> and
>> >>>>> then
>> >>>>>>>> you'd expect them rattling a string of digits. Is there any
>> support
>> >>>>> in kaldi
>> >>>>>>>> for this?
>> >>>>>>>>
>> >>>>>>>> Thanks,
>> >>>>>>>>
>> >>>>>>>> -kkm
>> >>>>>
>> >>>>>
>> ------------------------------------------------------------------------------
>> >>>>>>>> One dashboard for servers and applications across
>> >>>>> Physical-Virtual-Cloud
>> >>>>>>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>>>>>> Performance metrics, stats and reports that give you Actionable
>> >>>>> Insights
>> >>>>>>>> Deep dive visibility with transaction tracing using APM Insight.
>> >>>>>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>>>>> _______________________________________________
>> >>>>>>>> Kaldi-users mailing list
>> >>>>>>>> Kal...@li...
>> >>>>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>>
>> >>>>>
>> ------------------------------------------------------------------------------
>> >>>>>>> One dashboard for servers and applications across
>> >>>>>>> Physical-Virtual-Cloud
>> >>>>>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>>>>> Performance metrics, stats and reports that give you Actionable
>> >>>>>>> Insights
>> >>>>>>> Deep dive visibility with transaction tracing using APM Insight.
>> >>>>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>>>> _______________________________________________
>> >>>>>>> Kaldi-users mailing list
>> >>>>>>> Kal...@li...
>> >>>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>
>> >>>>
>> >>>>
>> >>>> --
>> >>>> - Hainan
>> >>>> -------------- next part --------------
>> >>>> An HTML attachment was scrubbed...
>> >>>>
>> >>>> ------------------------------
>> >>>>
>> >>>> Message: 4
>> >>>> Date: Thu, 21 May 2015 15:01:51 -0400
>> >>>> From: Sean True <se...@se...>
>> >>>> Subject: Re: [Kaldi-users] LM grafting
>> >>>> To: Daniel Povey <dp...@gm...>
>> >>>> Cc: Hainan Xu <hai...@gm...>,
>> >>>>   "kal...@li..."
>> >>>>   <kal...@li...>,    Kirill Katsnelson
>> >>>>   <kir...@sm...>
>> >>>> Message-ID:
>> >>>>   <CALtEaHntdAcmO_Ji5dxsPnT8i9M_LVuGnY0UjkJUPp=
>> pY...@ma...>
>> >>>> Content-Type: text/plain; charset="utf-8"
>> >>>>
>> >>>> That's a subject of some general interest. Is there a discussion of
>> the
>> >>>> general approach that was taken somewhere?
>> >>>>
>> >>>> -- Sean
>> >>>>
>> >>>> Sean True
>> >>>> Semantic Machines
>> >>>>
>> >>>>> On Thu, May 21, 2015 at 2:14 PM, Daniel Povey <dp...@gm...>
>> wrote:
>> >>>>>
>> >>>>> Nagendra Goel has worked on some example scripts for this type of
>> >>>>> thing, and with Hainan we were working on trying to get it cleaned
>> up
>> >>>>> and checked in, but he's going for an internship so it will have to
>> >>>>> wait.  But Nagendra might be willing to share it with you.
>> >>>>> Dan
>> >>>>>
>> >>>>>
>> >>>>> On Thu, May 21, 2015 at 2:10 PM, Kirill Katsnelson
>> >>>>> <kir...@sm...> wrote:
>> >>>>>> Suppose I have a language model where one token (a "word") is a
>> >>>>>> pointer
>> >>>>> to a whole another LM. This is a practical case when you expect an
>> >>>>> abrupt
>> >>>>> change in model, a clear example being "my phone number is..." and
>> then
>> >>>>> you'd expect them rattling a string of digits. Is there any support
>> in
>> >>>>> kaldi for this?
>> >>>>>>
>> >>>>>> Thanks,
>> >>>>>>
>> >>>>>> -kkm
>> >>>>>
>> >>>>>
>> ------------------------------------------------------------------------------
>> >>>>>> One dashboard for servers and applications across
>> >>>>>> Physical-Virtual-Cloud
>> >>>>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>>>> Performance metrics, stats and reports that give you Actionable
>> >>>>>> Insights
>> >>>>>> Deep dive visibility with transaction tracing using APM Insight.
>> >>>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>>> _______________________________________________
>> >>>>>> Kaldi-users mailing list
>> >>>>>> Kal...@li...
>> >>>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>>
>> >>>>>
>> >>>>>
>> >>>>>
>> ------------------------------------------------------------------------------
>> >>>>> One dashboard for servers and applications across
>> >>>>> Physical-Virtual-Cloud
>> >>>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>>> Performance metrics, stats and reports that give you Actionable
>> >>>>> Insights
>> >>>>> Deep dive visibility with transaction tracing using APM Insight.
>> >>>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>> _______________________________________________
>> >>>>> Kaldi-users mailing list
>> >>>>> Kal...@li...
>> >>>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>> -------------- next part --------------
>> >>>> An HTML attachment was scrubbed...
>> >>>>
>> >>>> ------------------------------
>> >>>>
>> >>>>
>> >>>>
>> ------------------------------------------------------------------------------
>> >>>> One dashboard for servers and applications across
>> Physical-Virtual-Cloud
>> >>>> Widest out-of-the-box monitoring support with 50+ applications
>> >>>> Performance metrics, stats and reports that give you Actionable
>> Insights
>> >>>> Deep dive visibility with transaction tracing using APM Insight.
>> >>>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>>>
>> >>>> ------------------------------
>> >>>>
>> >>>> _______________________________________________
>> >>>> Kaldi-users mailing list
>> >>>> Kal...@li...
>> >>>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>>>
>> >>>>
>> >>>> End of Kaldi-users Digest, Vol 29, Issue 15
>> >>>> *******************************************
>> >>>
>> >>>
>> >>>
>> ------------------------------------------------------------------------------
>> >>> One dashboard for servers and applications across
>> Physical-Virtual-Cloud
>> >>> Widest out-of-the-box monitoring support with 50+ applications
>> >>> Performance metrics, stats and reports that give you Actionable
>> Insights
>> >>> Deep dive visibility with transaction tracing using APM Insight.
>> >>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >>> _______________________________________________
>> >>> Kaldi-users mailing list
>> >>> Kal...@li...
>> >>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>
>> >>
>> >>
>> ------------------------------------------------------------------------------
>> >> One dashboard for servers and applications across
>> Physical-Virtual-Cloud
>> >> Widest out-of-the-box monitoring support with 50+ applications
>> >> Performance metrics, stats and reports that give you Actionable
>> Insights
>> >> Deep dive visibility with transaction tracing using APM Insight.
>> >> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> >> _______________________________________________
>> >> Kaldi-users mailing list
>> >> Kal...@li...
>> >> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>> >>
>>
>>
>> ------------------------------------------------------------------------------
>> One dashboard for servers and applications across Physical-Virtual-Cloud
>> Widest out-of-the-box monitoring support with 50+ applications
>> Performance metrics, stats and reports that give you Actionable Insights
>> Deep dive visibility with transaction tracing using APM Insight.
>> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
>> _______________________________________________
>> Kaldi-users mailing list
>> Kal...@li...
>> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>>
>
>
>
> ------------------------------------------------------------------------------
> One dashboard for servers and applications across Physical-Virtual-Cloud
> Widest out-of-the-box monitoring support with 50+ applications
> Performance metrics, stats and reports that give you Actionable Insights
> Deep dive visibility with transaction tracing using APM Insight.
> http://ad.doubleclick.net/ddm/clk/290420510;117567292;y
> _______________________________________________
> Kaldi-users mailing list
> Kal...@li...
> https://lists.sourceforge.net/lists/listinfo/kaldi-users
>
>