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Control Laura's on one of the most important developments in
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Stable diffusion over the last
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What was the last few months
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The based on the idea of control Nets and control Nets basically came about in February
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And the idea was
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You would use instead of just using words to
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Define the image to
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What's the prompt
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What you would do is you would also use
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An image
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Switch to define the prompt
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So the prompt will be both words and image
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And lost control net
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Initially
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Activate it around March of this year
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Control Laura's are very new
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They've only appeared since
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Really about 3 weeks after sdx
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Came into being so they've only been around for less than a week
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And they're still failing you we're still getting used to them
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But that they are so much better than control Nets and control Nets are
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Basically something that
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We can use but I think in almost every situation where you would want to use a control net
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You probably in the end end up using a control Laura
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So this is part of the evolution of stable diffusion from
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Ideas just coming through at
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Of a train running at full speed
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The improvements
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That come with control Laura is so significant that I think as we start working with sdx
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Launch image Siz
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I can't see many people working with control Nets unless it's absolutely necessary to
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Not at the moment there are only just a few that are handful of control loras
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We don't know exactly how well they will work and we don't know how well they'll compare against the control Nets
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Did they
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Nearly as well as control net
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Because control Nets are extremely slow very very unproductive
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They're very good but they take a long time and a lot of system resources
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Unless the control Laura's are much worse than controlling
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I think the future is going to be probably more the control Laura's
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Dim the control
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But the two are very closely integrated so
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Disappear altogether
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Woke up a control Nets
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Little bit later on
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But it's not really my top priority for this video
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So control Laura's allow us to take an image turn it into
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Pre-processed I'm
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And then use that image to influence the output
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We still need a prompt so with this particular
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Scheme with this particular workflow we've got the image which is coming in
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And control Laura's are really only going to work with sdx at the moment
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They're not going to work with SSD 1.5
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What I did was that I went into canva and just downloaded a whole bunch of images
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Which are all 1024 by 1024 in terms of size
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That one megapixel
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And we are using these
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Fast forward testing out these control lures
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Control
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So far seem really cool
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What I'm going to show you here is basically this image here with
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Select white clicking on this option here
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You can then select any image you want from your from your hard drive I won't be able to give you these because they are
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Play copyrighted so
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I'll ask you to use your own images
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Chosen the image it basically goes through a process that were fairly familiar with
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We've got the stxr base here which is the
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1.0 version of
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Off the model for sdx then we
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Something called the load control net model
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What this allows us to do is to load the control net
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Particular case I'm going with
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Add this guy here this is the
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Aurora Kenny
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And Laura Carney control Laura Kenny
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Give us this type of images of binary image black and white
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And it just basically tells
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I swear the
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Features of the photographer
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And you can actually change
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How it renders by changing the threshold so we could increase the threshold States 250
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And that should
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Allow us to
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Change slightly how this actually looks
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There are other features in which we won't go into too much but one of the important ones here
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Is we've got a strength so we can actually say right
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What I want you to do is to
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Apply the control net with a high degree of strength
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Or we can say
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I want you to process the images you normally would
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20 of the time
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And then afterwards
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I want you to process the image
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With a bit more
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With more of the involvement of the control Nets
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So we can say start at 10%
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I think we need to use
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Fractions of 1
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We could say let me just click away
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At no point one
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And this guy will continue until 100
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Lights
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If I was using a control net
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The situation would be completely different
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If I was running a control
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I would have to stop the recording now
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Then wait about 10 or 15 minutes
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Until the controller that had completed
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Then I'll be able to see what it looks like and then I'll be able to tell you whether or not it was a success but with the
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Get it going
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And it should finish fairly quickly you can see how quickly it's running
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We've got 30 steps we're using a CFC of 8
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Oil and ancestral
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You can change this to whatever you want basically
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And I should be done fairly soon
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And then we have our beautiful Cleopatra are beautiful
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Egyptian queen
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And you can see the The Prompt is basically portray
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Queen Cleopatra wearing ancient Egyptian dress braided hair
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Hair decorated Cleopatra Style
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Background of ancient Egypt
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And this is what it gave us I think this is looking
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You're pretty nice
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I don't think the background is ancient Egypt but the background looks nice
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What we might want to do is to reduce the
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Off the control net so give it a bit more freedom
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What about 0.8
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Thereabout
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And that we could also change the checkpoints so we can change the checkpoint to maybe
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The dream shaper
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Excel
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Alpha
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And then see what that does does it produce a better Cleopatra
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I like this one I think it's pretty nice
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So this is the result that we got using the dream shaper
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End of the slightly lower strength so what's happened is that we've got
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What's the result of the
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Her hair is a little bit different from the original photo
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Is taking a little bit more freedom and how is interpreted the
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And we've got slightly different I mean we can take a look at the
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What's the current
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And that's the previous one
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I like them
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But I think there's a bit more freedom
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With the lowest strength that we gave to the
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Do the control
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And I think also
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Dream dream shaper
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I think it has a slightly more Fantastical feel I think with the
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St XL it looks good but it does look a little bit like an illustration as well
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So I do like that it's a little bit more
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A little bit more photorealistic with dream shaper
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But that's how we control the control net or the control Laura
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And I think one of the difficulties I had with the the first
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Course that I did with
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A lot of students
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Coming from the coming from automatic 11:11
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Absolutely convinced that automatically 11:11 is the best thing ever
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That's the Way Forward is just to repeat everything
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Comfort you I
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That was done in automatic 11:11 where is I've always been aware that comfy your eyes capable of more
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Then automatic 11:11 in terms of its efficiency
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In particular
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And there's a different philosophy
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Compared to automatic 1111
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And I don't know if I'm actually going to demonstrate
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How slow the control Nets are they
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Deathly slow compared to
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Particularly with image sizes of 1024 by 1024 deathly slow
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Compared to the control Laur
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So I think part of the
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Automatic 11:11 users
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Getting into the mindset
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Configure I is a completely different platform with a completely different philosophy
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And just repeating everything
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What happens inside of automatic 1111
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Is not the way forward you have to look at what comfy you I can do
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And then basically Jude
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The software on the basis of what he can do
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And sometimes you may want to go back to automatic 11:11 because it does things better
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But most of the time
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Learning configure I thoroughly
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Gives you the best grounding to understand how to use it effective
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How do we get this control Laura how do we install them
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Everything's new I'll give you this file probably
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And its finished stage
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And then you can decide
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To experiment
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As much as you want
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Once you've got the basic
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Groundwork the basic Foundation
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I think most of the control Nets or the controllers will work
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You're very similar way
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The first thing that we need to do is to go to the manager and we need to go to install custom loads
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We're going to install an extension since custom loads are basically extensions
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I'm a strong believer in installing the minimum number of extensions
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Set alarm for your workflow so
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For me the installed extensions
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If we remove the search
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It's just a handful
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And I can get by with
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What will
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Is it going to the search box and
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Type in control net
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We didn't come up with these These are the installed ones
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If we change
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Use this to
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We can see the available options
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The ones that I've installed are just two out of the available ones and is the control net preprocessor
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We install this one
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And I don't think we necessarily need to install this one so
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The control net preprocessors
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Find novel 16 number 9
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Number 10 I don't think it's absolutely essential I have installed it
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I don't know if you actually need it if you can work without it then work without it
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Let's click here and see what this is all about
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Okay so this is the project and quick correction it's actually says the repository has been archived
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So probably what you want to do is install both of them so this one and this one
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I
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Is there any problems I've experienced so far having both of them
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The second one is definitely work in progress
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However the one the upper one is actually
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Are
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It's basically a set of preprocessors for come for UI
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There isn't a lot
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Useful information here but you have got a couple of
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Details that show you what it looks like so we have the source the input the output
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We have also another one here the
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So you can see what the
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What the actual preprocessors do here
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But there's a massive amount of information and
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I think you'll end up with a headache if you tried to take it all in at the same time
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Take a look at the other one
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Which I think is the one
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That replaces this one
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Auxiliary
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Continue
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Control Netflix auxiliary preprocessors
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So these seem to be still work in progress and we can still we can see some of the similar images
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Showing you what the controlnet will produce
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What the preprocessor will produce here we have the
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Black and white
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And then we have a slightly softer result
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And then we have scrib
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Is something
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That allows you to tell
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Close to you and what's far away from you so
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The object is the brighter the area is the closer it is to you
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Uses artificial intelligence to figure out what's close to you
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And what's far away from you
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Inside of the
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Inside of the image
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Put another depth map with a normal map which is a slightly different way of looking at surfaces
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How light works with them
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I've got open pose
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So these are the
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Hopefully at some stage we will have control
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Laura's for all of these different features
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But at the moment we've got four controllers
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Install this one so click install on this one
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And click install on this one
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Give it time to process between clicking install so it'll
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Make a couple seconds of a couple of minutes
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Process
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Each command once you click on install
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And then restart
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Comfy UI so that we actually have
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The preprocessors installed
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Some of this stuff does take a bit of time to to actually install
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It can take quite a bit of time
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On the terminal on the
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On the command prom
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Just make sure
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That everything has finished installing before you
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Before you
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Let's go ahead and take a look
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At where these control Laura's are actually located
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Hugging face
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Stability AI have released
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A number of controllers let's go to the main page
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And there's a bit of a description here
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And what we see here is that
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There are two types of control lures
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256 ones
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And the rank 128 on
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Now the rank 128 ones you might think to yourself all those are the small
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Inferior ones and
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The rank 2561
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Are the
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Juicy professional ones
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Experimental
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They are not guaranteed to work properly so
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Use them but don't necessarily prioritize them prioritize the write 128 ones
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The rank 25610 738
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Megabytes these ones are very manageable
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Add 377
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Now the control Nets are actually
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64.7 gb 5 gigabytes
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They are huge and they're extremely extremely painful to run particularly if you have a less powerful
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Now if you've got an 8 GB system you should be able to run the control lowers without too much difficulty these
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When it comes to the control Nets you're going to struggle and I won't be able to Jackie to show you let me know because the system
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I won't be able to run
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We've got a Midas in
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Play
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Laura control Laura
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And this one can be used to produce
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Images with some sort of difference between the foreground and background or
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Difference between
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Object
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Where the objects close to you and the object is far away so it's literally a depth
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I mean
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It's self-explanatory
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Then we have Connie Edge which we've actually used
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Next and then there's this photograph
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And sketch colorizer
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So what this one does it's taken this gentleman here
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I think this is an AI gentleman I don't think this is a real photograph
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And it's taking him and giving him a bit of color
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Background color bit of skin color and
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His clothing as well
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It's all looking very good very intelligent in the way it's it's it's done
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And then we have another one which actually gives color to sketches
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Black and white sketches
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Does the revision Laura this one allows us to take two images
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And then to combine them conceptually so
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If we click on here we can actually see a little bit clearer
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Choose two images and say look
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Combine these two images
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And let's produce something wonderful
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And this is
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Conceptually
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Similar to this
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So it's something similar to what used to be called style transfer
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Style transfer basically on steroids or sound transfer on LSD
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It's amazing to look at let's see what we can actually do with it
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All of this stuff is very new
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Now there are other future plans to create a user interface which is going to be
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Interface which runs
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On comfy you I or other versions of a stable diffusion so this is working progress
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It's an early stages and I don't think we'll cover it but
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It gives you an idea of what the future is for stable diffusion with stability
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Play Tai
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Not for this particular
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Spell tutorial
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We would go to the files and we will actually just get the one to eight I don't think we need to
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I worry too much about the 256 ones
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And then once we've got those we're good to go
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Now inside of comfy you I once you've got these installed
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And you've restarted you should be good to actually
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Start using the control lower
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The process is going to involve
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Basically
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Taking the image
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Which would you load
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Recreate the preview image
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Preview images is is the one that's created by the preprocessor so that's the stuff that we've
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Installed from
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From GitHub
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And then we apply the control net itself and the control net
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Is coming in from this control here so
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With using controlnet
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The 1281
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We can try the 256 ones and we'll see what those look like but the 1281
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Will definitely look better
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Those are the ones that I think have been refined
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So once you're gone actually change the the negative prompt
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And run the same thing again
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Came up with this really nice image
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Little bit more of the background looking nice with the
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How about the pyramid
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And
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The queen looking
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Very very Egyptian
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So that was just by changing the negative prompt I think this is probably the workflow I'm going to give you for
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For this particular lecture
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We need to show you where we put the control Nets
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So typically when working with control next we would go and put them inside the company you like models
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Control net this is where they would end up
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And we also put control lures in here so I've got a subject for the control loras
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And we don't put the control Laura's
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Inside the models
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Laura
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What's fold
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So they would go in the control net folder
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And that would allow us to access them from inside of
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