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Re: [Kaldi-users] LM grafting
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From: Sandeep R. <san...@go...> - 2015-06-17 21:00:47
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Ondrej, I'll run the Vystadial recipe and see what opportunities are there. Did somebody already make a class LM on it or at least define what potential classes are? I hadn't looked into it earlier. Thanks Nagendra On Wed, Jun 17, 2015 at 3:42 AM, Ondrej Platek <ond...@gm...> wrote: > 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... > > > ------------------------------------------------------------------------------ > > _______________________________________________ > Kaldi-users mailing list > Kal...@li... > https://lists.sourceforge.net/lists/listinfo/kaldi-users > > |
