[HN Gopher] Show HN: SmartGuitarAmp - Guitar plugin made with de...
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       Show HN: SmartGuitarAmp - Guitar plugin made with deep learning
        
       Author : keyth72
       Score  : 150 points
       Date   : 2020-10-10 17:01 UTC (5 hours ago)
        
 (HTM) web link (github.com)
 (TXT) w3m dump (github.com)
        
       | neiman wrote:
       | Windows only boohoohooo:(
        
       | onion-soup wrote:
       | The tone similarity is quite impressive.
        
       | dlivingston wrote:
       | For the guitarist interested in applying this plugin live, it
       | would be worth looking into open-hardware Arduino-based guitar
       | pedals [0].
       | 
       | [0]: https://shop.electrosmash.com/product/pedalshield-mega-kit/
        
         | marketingPro wrote:
         | I'm ready for an esp8266 revolution. Arduino is outdated and
         | expensive.
         | 
         | Not that my wish will be reality, both academia and the last
         | company I worked for used ardiunos for various tasks(non
         | production).
         | 
         | Not sure why, is it entirely the shape of Arduino is standard
         | and can use Arduino based shields?
        
           | detaro wrote:
           | That revolution has pretty much happened already. There are
           | giant ecosystems of non-Arduino systems out there. In many
           | hardware DIY/maker circles you almost never see the
           | traditional Arduinos anymore.
        
           | bserge wrote:
           | Funny enough, esp8266 boards is all I can find in my country.
           | Probably because it's cheap and versatile. I need to try it,
           | but can't think of anything to use it for.
        
             | qwertox wrote:
             | Nowadays it's better to directly start using an ESP32, if
             | you want to experiment. It has bidirectional I2S, (for
             | example mic in, apply dsp, then out to speaker), is dual
             | core, which would allow you to do the audio-related stuff
             | on one core, and everything else (like communications) on
             | another core.
             | 
             | If you then see that you don't require all the good things
             | an ESP32 has to offer, maybe because you only want to drive
             | a LED strip via WiFi and read some sensor values, then you
             | can step down and use an ESP8266
        
               | marketingPro wrote:
               | Why go for a esp32 if you can use i2c for reading many
               | values and driving relays?
               | 
               | Serious, because I am building a complex product and
               | trying to keep costs down.
               | 
               | Or are you referring to hobbyists?
        
               | nitrogen wrote:
               | If you're making something for audio you need I2S to talk
               | to the DAC/ADC.
        
               | qwertox wrote:
               | The context of this thread is audio processing, so having
               | I2S (Inter-IC Sound, with DMA) on board is really
               | valuable, as is having an additional core.
               | 
               | In my case, I can order a bundle of three esp8266
               | 13.79EUR, or a bundle of three esp32 for 17.99EUR, both
               | as the most lazy, fastest delivery option on Amazon. If
               | you know that you don't need the extra features of the
               | esp32, save yourself the 4.20EUR (1.40EUR per board) to
               | keep the cost down. But if you're new to it and want to
               | explore the possibilities of a modern uC, it would be a
               | mistake to save in the wrong place.
               | 
               | Even consider getting a LOLIN32 Lite (three for
               | 19.99EUR), since the width of the board is smaller than
               | the normal esp32 and esp8266 dev boards, which then lets
               | you use both sides of a breadboard to plug in cables. All
               | the other boards are so wide, that on a normal breadboard
               | you will have to decide which side of the board you want
               | to have a row of externally accessible pins, and on the
               | other side all the cables must be plugged in below the
               | board (search for "LOLIN32 Lite width breadboard")
               | 
               | Saving on cost can also be a premature optimization.
               | 
               | > Or are you referring to hobbyists?
               | 
               | Any context that is not production. Development,
               | Education, Hobby.
        
       | sickcodebruh wrote:
       | This is really cool, I'd love to try this out!
       | 
       | Neural DSP, developers of what are arguably the best amp sim
       | plugins available right now, claim that their upcoming floor
       | modeler uses what they describe as "unique biomimetic AI
       | technology" to create its sounds. I wonder how different their
       | work is from this. https://neuraldsp.com/products/quad-cortex
       | 
       | I'm personally kind of over lugging an amp around and if live
       | music ever comes back, I'm likely to sell mine and go with a
       | modeler + power amp. The technology has just come so far and the
       | convenience can't be beat, especially if you do a lot of studio
       | work or need to travel with your gear. A lot of demanding metal
       | bands have switched away from tube amps and I'm already using
       | plugins for recording as much as possible, so this seems like the
       | next step.
        
         | keyth72 wrote:
         | Thank you! Any feedback is appreciated if you get around to
         | trying it out.
         | 
         | If you look at the WaveNetVA repository from Aalto University
         | that my plugin is based on, at least one person affiliated with
         | that project works at Neural DSP. I suspect that the QuadCortex
         | uses something like this (maybe a more advanced neural net)
         | combined with other proprietary techniques and application
         | specific hardware. They claim they can do the rig capture in 3
         | minutes, whereas the models I trained for the SmartAmp took a
         | few hours on a GPU.
        
           | bjelkeman-again wrote:
           | It is really interesting to see this becoming more
           | widespread. I am waiting for a delivery in the first batch of
           | the Quad Cortex.
        
             | sickcodebruh wrote:
             | If real world reviews confirm the previews I've
             | encountered, that'll be the one for me. It really seems
             | phenomenal.
        
       | _fs wrote:
       | I don't know, I'm not hearing the warmth of a tube amp. Sounds
       | like other solid state emulator amps.
        
         | tgv wrote:
         | IANAG, but it sounds like it's recorded through a speaker in
         | the room, and the miking wasn't optimal. Now that might be the
         | recording we watch, or the actual output of the plugin; no way
         | to tell. But apart from that, it's quite good, IMO.
         | 
         | (I Am Not A Guitarist)
        
           | keyth72 wrote:
           | The video was recorded from directly my phone.. so yeah not
           | optimal. Glad you thought it sounded good.
        
           | sosborn wrote:
           | As a guitarist, it is important to understand that any time
           | you tell a guitarist that the sound is digital, the guitarist
           | will scoff and say it doesn't sound like real tube amp,
           | regardless of what they said or thought before knowing it was
           | digital.
        
             | mhh__ wrote:
             | Exactly the same with analogue synthesizers.
             | 
             | A lot of the time they don't mean analogue when they say
             | they don't want digital - they mean that they want knobs
             | and switches to play with. I think some modern Moog's even
             | have a digital stage in the signal path (I might be making
             | that up but I have some vague recollection of it in a
             | schematic)
             | 
             | Making a synth sound good has very little to do whether it
             | uses analogue or digital synthesis these days, but analogue
             | equipment is (for the same price) less reliable, uses more
             | power, less flexible, and more susceptible to being damaged
             | by impacts (and keep in mind that you can't repair a lot of
             | modern gear with SMD soldering experience anyway)
        
             | rograndom wrote:
             | Small anecdote in the similar vein.
             | 
             | I gigged around Boston in the early 2000's playing guitar
             | in various rock and metal bands, usually in front of 15-20
             | people. I had been using a 1960's Fender Bassman and
             | changed out the tubes to some Sovtek ones. Sound guy at one
             | of the clubs (who's had been around for 20+ years at that
             | point and seen everything) noticed right away and asked why
             | my amp sounded off. A little while later I bought one of
             | the first Line 6 modeling amps and my first gig with it the
             | same sound guy said "Ahh, you put the old tubes back in".
             | I'm like, "Nope, totally different amp, and it's all
             | digital.". He didn't believe me and while he was inspecting
             | the amp kept saying "No, no, no. There's tubes in here I
             | can _smell_ them warming up ".
        
       | aeleos wrote:
       | Just tried it out, I don't know if I would say it sounds like a
       | $600 tube amp especially in high gain scenarios (it really didn't
       | like my active pickups), for a free plugin it is definitely
       | great. In comparison to the Archetype Nolly plugin from Neural
       | DSP it doesn't really compare, but but for something thats free
       | and can be trained at home on custom audio samples its pretty
       | cool.
        
         | keyth72 wrote:
         | Thanks for trying it, much appreciated. Love Neural DSP's
         | plugins, they are the best as far as I'm concerned.
        
           | biomechanica wrote:
           | Mercuriall's plugins are amazing, too. Their Spark plugin and
           | SS-11X (can't tell the difference on that one) are so
           | unbelievably good. If this open source one can do what Spark
           | can do.. I dunno.. I'd shave my beard.
        
           | Gollapalli wrote:
           | Neural DPS's plugins are great. I actually ended up ordering
           | the real version of an amp I tried with a plugin. I never
           | thought I'd say that! But their plugins are realistic enough
           | that I can actually have some confidence that the real thing
           | will be what I'm after.
        
         | albutr wrote:
         | wow, I was literally just about to download the trial for the
         | archetype nolly (after being iffy on whether the fortin
         | nameless was right for what I wanted), what are the chances
         | it's being discussed on HN.
         | 
         | I'm hoping that the nolly plugin can cover both dirty and clean
         | sounds well enough to not need a second plugin, fingers crossed
        
           | keyth72 wrote:
           | The Nolly is awesome, tons of options in there for both clean
           | and dirty sounds. The awesome thing is you can try all their
           | plugins before buying to make sure it's what you need.
        
       | romwell wrote:
       | What a clickbait title.
       | 
       | Sounds (to whom?) like a $600 (which one?) amp using deep
       | learning (why does it matter?).
       | 
       | To expand on this:
       | 
       | -$600 tube amp is not description of a sound. And a plug-in is
       | not something you plug your guitar into to make enough noise for
       | 300 people. "A plug-in sounds like a $600 speaker" makes almost
       | as much sense as the title; by the sound of an _amp_ people often
       | mean the sound of the _combo box_ which houses an amp and a
       | speaker.
       | 
       | -If this emulates a _particular_ amp, the title should say which
       | one
       | 
       | -If it does a good job at emulating a particular amp, where's the
       | side by side comparison? The video demo only shows the plug-in.
       | 
       | -There are plethora of guitar amp plugins. What makes this one
       | any different or better?
       | 
       | -What's the significance of deep learning here? Plenty of ways to
       | make this plug-in without deep learning. Why use deep learning?
       | 
       | Etc, etc, etc.
       | 
       | "An open-source guitar amp VST plug-in made with deep learning"
       | would be a better title, even though the article leaves much to
       | be desired.
        
         | dkersten wrote:
         | So, if I play my guitar through a $5 speaker, but I use this
         | plugin, it will sound like a $600 tube amp :)
        
         | sbilstein wrote:
         | Don't know why you are getting downvotes; these are exactly the
         | questions any one with domain knowledge of playing electric
         | guitars would ask.
        
         | tgv wrote:
         | Come on...
         | 
         | > (to whom?)
         | 
         | Objectively.
         | 
         | > is not description of a sound
         | 
         | It is, as much as "piano" is a description. People are
         | interested in emulating hardware in their audio software, and
         | this emulates a guitar amp, and the price tag claims "it's a
         | decent sound".
         | 
         | > If this emulates a particular amp, the title should say which
         | one
         | 
         | No.
         | 
         | > If it does a good job at emulating a particular amp, where's
         | the side by side comparison? The video demo only shows the
         | plug-in.
         | 
         | Perhaps, but the article is about getting a free plugin.
         | 
         | > There are plethora of guitar amp plugins. What makes this one
         | any different or better?
         | 
         | Nothing per se. It's just a new one. And it's free. It's an
         | announcement.
         | 
         | > What's the significance of deep learning here?
         | 
         | That it's an uncommon way of modeling hardware, with its own
         | merits.
        
         | ysw0 wrote:
         | It's based on a Fender Blues Jr according to the vid. It sounds
         | pretty good for a free plugin, but as you said there's tons of
         | free VSTs and cheap solid state amps that can do better.
         | 
         | I think it sounds good for a hobby project though!
        
           | romwell wrote:
           | >It's based on a Fender Blues Jr
           | 
           | Oh, a $350 amp?[1] then?
           | 
           | Linking a store page just to illustrate that price tags are
           | pointless when you talk about musical instruments, and also
           | to give people who don't know an impression of _what these
           | $$$ go for_.
           | 
           | You still need a sound system to get the _sound_ out of a
           | plug-in, and PA systems certainly aren 't free. The cost of a
           | comparable PA system + free plug in will easily exceed the
           | cost of this amp.
           | 
           | This is why talking about $$$ while comparing a plug in vs.
           | _speaker hardware_ is kind of silly.
           | 
           | >I think it sounds good for a hobby project though!
           | 
           | And it's great that we have this project! The project is
           | great, the documentation is lacking, the title is not good at
           | all.
           | 
           | [1]https://web.archive.org/web/20201010183759/https://www.gui
           | ta...
        
             | keyth72 wrote:
             | Ok ok, used it's $350, but mine's the Tweed version. MSRP
             | at $600.
             | 
             | But yes all good points and further proves that more money
             | does not mean better sound.
        
           | SubiculumCode wrote:
           | What free vsts for guitar amp sound better? I'd like to know
        
         | keyth72 wrote:
         | Absolutely it's clickbait, I'm trying to get some visibility on
         | my open source project.
         | 
         | To answer the question of why it's $600 specifically, it's
         | based on a model of a Fender Blues Jr. Tweed, msrp $600. The
         | models are evaluated to have a 1.5% error to signal ratio,
         | meaning it's 1.5% different from the actual recorded signal,
         | coming from an SM57 microphone.
         | 
         | I really do appreciate the constructive criticism, and well
         | observed points. I'm new to promoting a project and also this
         | Hacker News site. I'm actually floored it's getting this much
         | attention.
         | 
         | The fact it uses deep learning doesn't make it better than
         | traditionally modeled amps, but it does mean that someone with
         | no domain experience for amp modeling (like me) can come in and
         | make a good sounding guitar plugin.
        
           | ethanwillis wrote:
           | Yea this is the only reason you're getting some negative
           | feedback. You should read the guidelines and interact with
           | some submissions elsewhere to get a feel for the community.
           | 
           | That stuff aside, good work, and I starred it on Github.
        
             | keyth72 wrote:
             | Thank you and much appreciated, will definitely do that
             | before posting again. I probably shouldn't have internetted
             | today.. _closes computer sheepishly_
        
               | romwell wrote:
               | > I probably shouldn't have internetted today..
               | 
               | Well, you did get the attention :)
               | 
               | Now that you are here, you can update the project
               | description.
               | 
               | I feel like the point that _this way of making a plug-in
               | allows anyone with the hardware to easily create an
               | emulator for it_ is not really coming through. That 's
               | the selling point of deep learning.
        
               | keyth72 wrote:
               | _Opens computer back up_ Excellent point, and it looks
               | like my title was corrected, thank you for fixing it and
               | not deleting it, whoever that was.
               | 
               | What I'm really aiming to do in the long run is to get
               | other musicians and machine learning enthusiasts to train
               | and share models that will work with these plugins for a
               | variety of hardware. It's very much a new technology to
               | me and I'd like to figure out what all it can do.
        
           | soperj wrote:
           | Okay, but why would you pick a Blues Jr. instead of an
           | Original Fender Champ?
        
             | romwell wrote:
             | Probably that's what the author had available? I mean, for
             | a free plug-in it's not like there's a budget to go and
             | splurge on hardware.
             | 
             | Looks like the point of the project is that this can be
             | used to make their own models easily.
        
               | keyth72 wrote:
               | Yeah I'm not a company here, just a musician with an
               | interest in machine learning and a few amps cluttering up
               | the bedroom. I'd love for other people to train and share
               | new models with this technology. I think that making this
               | free and open source gives it the potential for much
               | smarter people to make something bigger than I can do on
               | my own in my free time.
        
           | romwell wrote:
           | Thanks for making this project! The world is a bit better
           | with this project out there.
           | 
           | And thank you for answering the questions!
           | 
           | Now, putting this answers back into the Github README would
           | make for a much better and informative project description.
        
           | bserge wrote:
           | I'd say don't even argue about marketing/ads/clickbait with
           | the HN and Reddit crowds.
           | 
           | Just ignore that part, trust me, it opens up debates that go
           | literally nowhere and leave you feeling worthless or worse.
           | Any advertising is the devil incarnate to some people.
           | 
           | The title worked fwiw.
           | 
           | Just take the criticism related to the product itself.
           | 
           | Which, to me, looks very interesting, but I'm not into audio
           | at all.
           | 
           | So my dumb question is, do you use this to emulate guitar
           | sounds or can you plug in a guitar through a computer and use
           | this plugin as an amp? D:
           | 
           | I'm too tired, I'll re-read the GitHub page to maybe
           | understand it better.
           | 
           | Best of luck!
        
             | keyth72 wrote:
             | It is a plugin that you play a guitar through live, like an
             | amp on your computer. The tone of a real world amp is
             | what's being emulated. More specifically, the distortion
             | quality, which in tube amps is difficult to replicate with
             | traditional mathematical models.
             | 
             | Thanks!
        
               | bserge wrote:
               | Ooh so it's like a Software Defined Amplifier, sounds
               | great!
        
         | magicalhippo wrote:
         | Based on the title alone, I'd expect it to emulate the sound of
         | a specific amplifier.
         | 
         | Using deep learning for this makes sense, play a lot of tones
         | and music through it, adjust the knobs, train AI to reproduce
         | the transfer function.
         | 
         | If that's what they've done they should have had comparisons
         | etc though.
        
       | dharma1 wrote:
       | Hey, saw your comments a couple of weeks ago on the wavenetVA
       | repo, this is looking great! Will try training spring reverb and
       | analog tape, those have been pretty hard to model with DSP.
       | 
       | Also, what do you think about diffwave? Only seen speech examples
       | so far but seems an order of magnitude faster than wavenet.
       | 
       | https://github.com/lmnt-com/diffwave
        
       | trollian wrote:
       | That's super cool. I've been both playing around with building
       | analog pedals and thinking about how to cram various single board
       | computers into a pedal enclosure for open source effect modelling
       | goodness. How much compute does running the model use?
        
       | whiddershins wrote:
       | When I click through I see a git repo with a descriptive title.
       | Why are we seeing this title in the HN submission?
        
         | keyth72 wrote:
         | I'm new to Hacker News and I might not understand how it's
         | supposed to be used, can you explain what you mean so I can fix
         | for future posts?
        
           | detaro wrote:
           | https://news.ycombinator.com/newsguidelines.html
           | 
           | Among others:
           | 
           | > _Otherwise please use the original title, unless it is
           | misleading or linkbait; don 't editorialize._
        
             | keyth72 wrote:
             | Ah, thank you for pointing that out. So if I wanted to use
             | the title I have, I should write an article with that
             | title. But even then it seems I wasn't in line with the
             | quality of posts expected for this site. Will definitely
             | keep that in mind for future posts.
        
               | whiddershins wrote:
               | Don't let any of this discourage you tho. This is a great
               | contribution to the community.
               | 
               | This site just has a preference to more technically
               | descriptive titles.
        
               | keyth72 wrote:
               | Well I'm an engineer so that shouldn't be too hard,
               | usually people want me to dumb it down!
               | 
               | Considering this project sat for a month with no stars
               | and after this post (and one hour) it jumped to 134
               | stars, not discouraged at all!
        
               | hluska wrote:
               | You know friend, I haven't tried your project (yet) but
               | your documentation is excellent as are your responses to
               | all the comments on this thread. I think you have a whole
               | lot to be proud of and I haven't even tried your plugin
               | yet!!
        
               | dang wrote:
               | I'm a mod here and have changed the title to one that
               | fits the guidelines better. Don't worry--as others have
               | said, it's a great post! I hope you'll continue to share
               | your work on HN and maybe participate in other
               | discussions you find interesting.
               | 
               | (For those who are curious, the submitted title was "Free
               | guitar plugin on GitHub sounds like $600 tube amp by
               | using deep learning".)
        
               | hluska wrote:
               | This is an unbelievably kind response. Nice job friend
               | and thanks for working on a Saturday!!! :)
        
         | linux2647 wrote:
         | Probably because the person who submitted the link is the same
         | person who wrote the plugin
        
           | keyth72 wrote:
           | This is correct.
        
       | easton wrote:
       | OT: looks like hn differentiates the domain for a GitHub site
       | based on the user, guess it's better to see what GitHub profiles
       | have posted before.
        
       | lightlyused wrote:
       | I've been using guitarx, it includes some tube emulation, but I
       | haven't really noticed much of a tonal difference between them.
       | This looks interesting, but I run Linux so it is a no go.
        
       | offtop5 wrote:
       | Would be cool if you could run this thing on a raspberry pi and
       | actually use it like an on stage amp
        
         | TylerE wrote:
         | That's unlikely to end well. You really need custom audio
         | hardware - or at least dedicated commercial-grade stuff, for
         | this sort of application. Latency is HUGELY important. 2-3ms
         | can be felt, and most consumer level stuff uses buffers WAY
         | bigger than that.
        
           | bjelkeman-again wrote:
           | As a reference the new kid on the block, NeuralDSP's Quad
           | Cortex uses 500 Mhz Quad-Core SHARC
           | https://www.analog.com/en/products/processors-
           | microcontrolle...
        
             | TylerE wrote:
             | Yes, SHARC is pretty widespread.
             | 
             | I'm not talking about the DSP though.
             | 
             | You need an ADC on the frontend and a DAC on the backend.
        
               | offtop5 wrote:
               | Thanks for the input. If I had 500$ or so could I make a
               | digital bass pedal / tube amp ,?
        
               | TylerE wrote:
               | Make, probably not..
               | 
               | But at that price point just get a used Helix LT which
               | will be light years ahead of anything you can bodge
               | together.
               | 
               | This is one of those areas where both the hardware AND
               | the software really matter.
               | 
               | You can't touch the available hardware because of
               | economies of scale - they're buying DSP chips,
               | enclosures, power supplies, by the thousand at least.
               | 
               | And they have multi-person full time teams working on the
               | software.
        
       | w0mbat wrote:
       | For people who don't play guitar, this is really commonplace
       | technology now. Engineers worked out how to model the circuit
       | behavior of any amp a while ago. Powerful valve guitar amps have
       | really interesting effects on the waveform particularly when
       | driven hard, but that valve technology is expensive, unreliable,
       | bulky, and very loud when producing some of the most sought after
       | tones.
       | 
       | The most popular guitar amps now are all solid state, but the
       | internal computer digitizes the guitar signal, then processes it
       | in the digital domain, doing eq, applying the "sound model" of an
       | old amp of your choice, also applying effects like chorus and
       | reverb at the same time. Then the D to A convertor feeds the
       | resulting signal to a neutral transistor power amp circuit to the
       | speaker, at as low a volume level as you want.
       | 
       | The BOSS Katana range or the Fender Mustang GT range are both
       | very popular. They are good value, sound great, and can sound
       | like anything from a Fender Twin Reverb to a Marshall stack set
       | to 11. All without shattering your neighbor's windows.
        
         | MrBuddyCasino wrote:
         | Is latency an issue?
        
           | joeel84 wrote:
           | Yes.
        
           | mhh__ wrote:
           | Latency can be an issue if you are playing through a desktop
           | computer or laptop, but its very manageable (for the most
           | part) if you set up your buffers right.
           | 
           | I have never ever noticed any latency issues with any
           | physical hardware, even for equipment from years ago.
        
           | keyth72 wrote:
           | Second Yes. I would not play this at a live gig myself, but
           | it does run fine on my Acer laptop with i5 processor, which
           | is not meant for serious audio processing. If you try it and
           | are getting latency issues, try adjusting the sample rate.
           | Also the stand alone app seems to run much slower than the
           | VST plugin, but most people interested in this I expect would
           | use the plugin anyway.
        
         | qppo wrote:
         | A decent tube amp is not significantly more expensive than a
         | decent modeling amp, particularly considering the used market.
         | They're also just as "bulky" as a solid state amp - the
         | heaviest components are the power transformer and drivers.
         | 
         | When you start talking about professional gear, the cost of
         | modeling amps is _more_ than tubes.
         | 
         | I'd also contest that this is "figured out" - this area is
         | actively researched.
        
         | dyeje wrote:
         | > The most popular guitar amps now are all solid state
         | 
         | Maybe on the low end of the market, but tube amps still reign
         | supreme for most serious players.
        
           | dmacvicar wrote:
           | Many prominent artists are touring with modelling amps for
           | years now. https://www.fractalaudio.com/artists/
           | 
           | There are many advantages. Less maintenance, lower stage
           | volumes, better for in-ear-monitoring use, sound consistency,
           | less weight to carry, and the ability to explore hundred of
           | amps sounds with a single device eg. check https://wiki.fract
           | alaudio.com/wiki/index.php?title=Amplifier...
        
           | notahacker wrote:
           | There are plenty of touring musicians using Kemper digital
           | models of their tube amps or Helix/AxeFX
        
       | nom wrote:
       | Awesome project and pretty good results from a mathematical
       | standpoint.
       | 
       | The biggest challenge is to try and convince the tube amp
       | enthusiasts that it sounds indistinguishable to the real hardware
       | ;)
        
         | dmacvicar wrote:
         | Most people, including guitar players, can't tell the
         | difference between popular modelling devices and real tube amps
         | when subject to a real blind-test.
         | 
         | The of neural networks in this field should be measured against
         | current modelling technology, not real hardware.
        
       | deeblering4 wrote:
       | Which tube amp(s) is it modeling?
       | 
       | Its a bit like of like saying "free emulator behaves like $600
       | console"
        
         | mhh__ wrote:
         | The video says a Fender Blues Jr.
        
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