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Re: [Kaldi-users] LM grafting
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From: Ondrej P. <ond...@gm...> - 2015-06-17 07:42:28
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Dear all, thanks to reminder of Dimitris, I realized that the Vystadial dataset is very convenient for Class based LM/ LM grafting. As the scripts for Vystadial Cs & En are already in Kaldi it may be convenient starting data because they contain transcription of user utterances from communication with spoken dialogue system where we have the classes defined. See scritps: https://github.com/kaldi-asr/kaldi/tree/master/egs/vystadial_en https://github.com/kaldi-asr/kaldi/tree/master/egs/vystadial_cz See data (scroll to the bottom to download the datasets): http://hdl.handle.net/11858/00-097C-0000-0023-4671-4 (en) http://hdl.handle.net/11858/00-097C-0000-0023-4670-6 (cs) We can probably recreate / find the list of words in the classes for English if there is interest. For Czech this should be no problem at all. Please, let me know if you are interested in these datasets and the lists of classes and their members. Ondra PS: Currently, we used classed based (CB) LM which we later expand to full LM in arpa format than create G.fst as in standard use case. It is not optimal attitude but it works for us. If you want to know how we are modeling the CBLM just let me know, I am working on slight improvement of it right now, so I am interested in improving it. On Tue, May 26, 2015 at 8:11 PM, Kirill Katsnelson < kir...@sm...> wrote: > Speaking about data set preprocessing only, will Stanford NLP POS tagger > pull the trick? > > -kkm > > > -----Original Message----- > > From: Nagendra Goel [mailto:nag...@go...] > > Sent: 2015-05-24 1511 > > To: Matthew Aylett > > Cc: Dimitris Vassos; kal...@li... > > Subject: Re: [Kaldi-users] LM grafting > > > > 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 > > >>>> kal...@li... > > >>>> > > >>>> To subscribe or unsubscribe via the World Wide Web, > > visit > > >>>> > > https://lists.sourceforge.net/lists/listinfo/kaldi-users > > >>>> or, via email, send a message with subject or body > > 'help' to > > >>>> kal...@li... > > >>>> > > >>>> You can reach the person managing the list at > > >>>> kal...@li... > > >>>> > > >>>> When replying, please edit your Subject line so it is > > more specific > > >>>> 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... > > <mailto:k4YJVsBiAfEuFDFMvY%2B...@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 > > >>>>>> 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: 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...d.out > > l > > ook.com> > > >>>> > > >>>> 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 > > > > > > > ------------------------------------------------------------------------------ > 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 > -- Ondřej Plátek, +420 737 758 650, skype:ondrejplatek, ond...@gm... |
