The Art of Generating Images with Open-Source Models: A Deep Dive into the MISTOL 7B

As we delve into the world of open-source image generation models, it's exciting to see how far we've come. In this article, we'll explore the capabilities of the MISTOL 7B model, a highly efficient and versatile tool for creating stunning images. We'll take a closer look at its strengths, weaknesses, and the kind of prompts that can be used to unlock its full potential.

One of the standout features of the MISTOL 7B model is its ability to generate images with remarkable accuracy. When working with this model, it's clear that we're dealing with a highly sophisticated piece of software. As we fed in the prompt for this particular image, the model sprang into action, producing an output that was both impressive and unexpected. The result was a beautifully rendered image that captured the essence of the original prompt.

But what makes the MISTOL 7B model so special? One key factor is its efficiency. Even when running on a relatively modest CPU, this model can produce high-quality images in a remarkably short amount of time. This makes it an ideal choice for artists, designers, and anyone looking to generate images quickly and efficiently. Whether you're working on a personal project or a large-scale commercial endeavor, the MISTOL 7B is certainly worth considering.

Another advantage of this model is its flexibility. With a little bit of creativity, we can use the MISTOL 7B to generate images that might not be possible with other models. Take, for example, the prompt I used to describe a character for a movie or TV show. By tweaking the parameters and experimenting with different phrases, we were able to coax an image from the model that was both striking and unsettling.

To fully appreciate the capabilities of the MISTOL 7B, let's take a closer look at some of its strengths and weaknesses. On the one hand, this model is incredibly efficient, making it ideal for artists who need to generate images quickly. On the other hand, it may not be as effective when dealing with very complex or abstract prompts. This can make it challenging to push the boundaries of what's possible with this model.

One area where the MISTOL 7B truly shines is in its ability to produce high-quality images that are visually striking and engaging. Whether we're working on a personal project or a large-scale commercial endeavor, this model is certainly capable of delivering results that will impress even the most discerning eye.

To fine-tune the performance of the MISTOL 7B, it's essential to experiment with different prompts and parameters. By pushing the boundaries of what's possible, we can unlock the full potential of this model and create images that are truly exceptional. As I demonstrated in my previous video, even small tweaks to a prompt can make a significant difference.

As we move forward into the world of open-source image generation models, it's exciting to consider the possibilities that lie ahead. With tools like the MISTOL 7B at our disposal, we'll be able to create images that are more realistic, more detailed, and more engaging than ever before. Whether you're an artist, designer, or simply someone who loves exploring the possibilities of AI, this model is certainly worth checking out.

The potential for fine-tuning open-source models like the MISTOL 7B is vast. By experimenting with different prompts and parameters, we can unlock new possibilities and push the boundaries of what's possible. Whether you're working on a personal project or a large-scale commercial endeavor, this model is an essential tool to have in your toolkit.

As I mentioned earlier, running the prompt through the image generator was relatively quick, even though it did take some time to execute. The actual output took around 2-3 seconds, whereas running the same prompt on my CPU only took about 0.5 seconds. Running this image generator on a GPU may further increase efficiency.

In conclusion, the MISTOL 7B is an incredibly versatile and efficient open-source model for generating images. With its ability to produce high-quality images quickly and efficiently, it's no wonder that artists and designers are clamoring to get their hands on this tool. Whether you're working on a personal project or a large-scale commercial endeavor, the MISTOL 7B is certainly worth considering.

By experimenting with different prompts and parameters, we can unlock the full potential of this model and create images that are truly exceptional. As I demonstrated in my previous video, even small tweaks to a prompt can make a significant difference. With tools like the MISTOL 7B at our disposal, the possibilities for creating stunning images are endless.

As we move forward into the world of open-source image generation models, it's essential to consider the potential applications and limitations of these tools. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are more realistic, more detailed, and more engaging than ever before.

In the world of art and design, there is no shortage of creative possibilities. With open-source models like the MISTOL 7B leading the way, we'll be able to explore new territories and push the boundaries of what's possible. Whether you're an artist, designer, or simply someone who loves exploring the possibilities of AI, this model is certainly worth checking out.

As we continue to explore the world of open-source image generation models, it's essential to remember that there is no one-size-fits-all approach. What works for one person may not work for another, and that's what makes experimentation so important. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are truly exceptional.

In the end, the MISTOL 7B is an incredibly powerful tool that offers endless possibilities for creative exploration. Whether you're working on a personal project or a large-scale commercial endeavor, this model is certainly worth considering. By experimenting with different prompts and parameters, we can unlock new possibilities and push the boundaries of what's possible.

As we move forward into the world of open-source image generation models, it's exciting to consider the possibilities that lie ahead. With tools like the MISTOL 7B at our disposal, we'll be able to create images that are more realistic, more detailed, and more engaging than ever before. Whether you're an artist, designer, or simply someone who loves exploring the possibilities of AI, this model is certainly worth checking out.

By embracing experimentation and creativity, we can unlock new possibilities and push the boundaries of what's possible with open-source models like the MISTOL 7B. As I demonstrated in my previous video, even small tweaks to a prompt can make a significant difference. With tools like this at our disposal, the possibilities for creating stunning images are endless.

As we continue to explore the world of open-source image generation models, it's essential to remember that there is no one-size-fits-all approach. What works for one person may not work for another, and that's what makes experimentation so important. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are truly exceptional.

In conclusion, the MISTOL 7B is an incredibly versatile and efficient open-source model for generating images. With its ability to produce high-quality images quickly and efficiently, it's no wonder that artists and designers are clamoring to get their hands on this tool. Whether you're working on a personal project or a large-scale commercial endeavor, the MISTOL 7B is certainly worth considering.

As we move forward into the world of open-source image generation models, it's essential to consider the potential applications and limitations of these tools. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are more realistic, more detailed, and more engaging than ever before.

In the end, the MISTOL 7B is an incredibly powerful tool that offers endless possibilities for creative exploration. Whether you're working on a personal project or a large-scale commercial endeavor, this model is certainly worth considering. By experimenting with different prompts and parameters, we can unlock new possibilities and push the boundaries of what's possible.

As we continue to explore the world of open-source image generation models, it's essential to remember that there is no one-size-fits-all approach. What works for one person may not work for another, and that's what makes experimentation so important. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are truly exceptional.

In conclusion, the MISTOL 7B is an incredibly versatile and efficient open-source model for generating images. With its ability to produce high-quality images quickly and efficiently, it's no wonder that artists and designers are clamoring to get their hands on this tool. Whether you're working on a personal project or a large-scale commercial endeavor, the MISTOL 7B is certainly worth considering.

By embracing experimentation and creativity, we can unlock new possibilities and push the boundaries of what's possible with open-source models like the MISTOL 7B. As I demonstrated in my previous video, even small tweaks to a prompt can make a significant difference. With tools like this at our disposal, the possibilities for creating stunning images are endless.

As we move forward into the world of open-source image generation models, it's essential to consider the potential applications and limitations of these tools. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are more realistic, more detailed, and more engaging than ever before.

In the end, the MISTOL 7B is an incredibly powerful tool that offers endless possibilities for creative exploration. Whether you're working on a personal project or a large-scale commercial endeavor, this model is certainly worth considering. By experimenting with different prompts and parameters, we can unlock new possibilities and push the boundaries of what's possible.

As we continue to explore the world of open-source image generation models, it's essential to remember that there is no one-size-fits-all approach. What works for one person may not work for another, and that's what makes experimentation so important. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are truly exceptional.

In conclusion, the MISTOL 7B is an incredibly versatile and efficient open-source model for generating images. With its ability to produce high-quality images quickly and efficiently, it's no wonder that artists and designers are clamoring to get their hands on this tool. Whether you're working on a personal project or a large-scale commercial endeavor, the MISTOL 7B is certainly worth considering.

As we move forward into the world of open-source image generation models, it's essential to consider the potential applications and limitations of these tools. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are more realistic, more detailed, and more engaging than ever before.

In the end, the MISTOL 7B is an incredibly powerful tool that offers endless possibilities for creative exploration. Whether you're working on a personal project or a large-scale commercial endeavor, this model is certainly worth considering. By experimenting with different prompts and parameters, we can unlock new possibilities and push the boundaries of what's possible.

As we continue to explore the world of open-source image generation models, it's essential to remember that there is no one-size-fits-all approach. What works for one person may not work for another, and that's what makes experimentation so important. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are truly exceptional.

In conclusion, the MISTOL 7B is an incredibly versatile and efficient open-source model for generating images. With its ability to produce high-quality images quickly and efficiently, it's no wonder that artists and designers are clamoring to get their hands on this tool. Whether you're working on a personal project or a large-scale commercial endeavor, the MISTOL 7B is certainly worth considering.

As we move forward into the world of open-source image generation models, it's essential to consider the potential applications and limitations of these tools. By pushing the boundaries of what's possible, we can unlock new possibilities and create images that are more realistic, more detailed, and more engaging than ever before.

In the end, the MISTOL 7B is an incredibly powerful tool that offers endless possibilities for creative exploration. Whether you're working on a personal project or a large-scale commercial endeavor, this model is certainly worth considering. By experimenting with different prompts and parameters, we can unlock new possibilities and push the boundaries of what's possible.

As we continue to explore the world of open-source image generation models, it's essential to remember that there is no one-size-fits-all approach. What works for one person may not work for another, and that's what makes experimentation so important. By pushing the boundaries of what's possible

"WEBVTTKind: captionsLanguage: ena lot of people have asked me to do a video on a open-source model so today we are going to combine mistol 7B with GPT for vision to create prompts for AI images like this all of this will be done in Python so let's just get started these are the steps we are going to follow when we are going to run our open source model you can see this says llama 2 but it works just as well with the mistol 7B the first step is to download a large language model so here we got to head over to hugging phase we are going to go to this site here I'm going to leave a link in the description we are going to select the mol 7B instruct model so there are few different versions of this so the one I picked is this Q5 model so this is large very low quality loss recommended the size is 5.13 gabes so we just going to click on this and download the model when the model is finished downloaded just create a folder in your python environment that's called Model so I'm just going to drag this model over to this folder here great and that's about it then we can move on to step two just preparing your python environment you can just follow the steps here you can see we have to install the Llama CPP python this is actually this here so we can follow just pip install llama CPP python just copy that just head over to your terminal or just go to visual studio code pip install L CP python enter you can see I already has this installed so yeah that's basically it you can see that the installation will fail if a C++ compiler cannot be located so just follow this link here and we're going to install Visual Studio community and we're going to follow like the C++ installation guide so you can kind of see this is what we need right so you can follow these links here we need the cake tools C+ core features and yeah you can basically if you don't already have that installs so that is only if the installation fail here and now we are actually ready to run this I'm just going to copy this python code here to test if everything is okay I'm going to go back to VC here I'm going to create this I'm going to save it then I'm going to set my folder pad to where I have saved my mral 7B model right then we can just open the terminal run Python test.py and see if this is working so you can see it's loading the model I have not set up this now to use my GPU maybe I cover that in another video but you can see we got the response here right Monday Tuesday Friday Saturday Sunday the question was what are the names of the days of the week so yeah perfect that is working okay so now that we have our open source model set up and ready to use we are just going to do some simple coding try to integrate GPT for wish so we kind of can combine those two models so I just started by creating a function for our mol 7B model this takes on on a query we set the max token we load our model here we set our temperature and we set our context window this is going to be set to 4K and here you can see I set verbos I don't know if you can see it but verbos is set to false this just because we don't have to see all the text when it's actually loading the model every time right so basically all this is going to do is take the query as an input and it's going to return a generated text and to do the GPT for vision we want to encode our images into base 64 as usual right and here is a simple gbt for vision uh function this is just going to take an image pad it's going to take a prompt and a system prompt and return a description of the image we put in right so this is the gp4 wish preview and yeah of course you need to set your API Key System prompt and we're going to pass the prompt here and yeah so let's take a quick look here so this is just to add some colors when we run it in the terminal here I'm just going to set an image pot that we want to feed into our gp4 vision model I've done a system prompt for a gp4 vision model expert at analyzing images in great detail extract all information from the image pretty straightforward since our task is going to be to try to recreate this image here we have of this actress we are going to do a prompt here equals open file image prompt. text if we take a look at this image prompt I created here it's just don't write the identity of the person image just GPT for wish doesn't like to do if we do that so just give a detailed description of the fashion style posture physique hair color and skin tone of the woman and just uh bring back the answer right next we create this very variable description we're going to pass the image pad we're going to pass this prompt we just had a look at and our system prompt and we're going to print like the fashion style description and we're going to take that description we get and feed it into a new prompt here that is called image P so this is basically here we are going to bring back the information we got from gb4 vision and this is going to be passed onto the mistol 7B model so from the fashion style and the physique information above right above here create a stable diffusion image prompt and we have a prompt example here I just found that describes the image and we have an answer here so we're going to get the answer back and that is basically just the simple setup we have so again this is just going to trigger to g generate a mral 7B output we going to feed in a query that is going to be this ID here right and we're going to set the max token 2,000 and yeah that is basically it so now I think we can run it uh run this and see if it works in practice okay so let's go ahead and run it so the reason why it's so good to use like an open source model like mistal B if you want to generate AI images like I call it offline or just on your computer is because these Preparatory models like gp4 chat GPT and Tropic Gemini Bard and stuff they don't don't really want to give you anything that's like slightly on the edge and this could like make or break your cool images right so using an open source model like M for this is very good because it doesn't really bother if like the let's say the term is like curvy or sexy or something like that so we can kind of get whatever response prompt we want uh but now you can see kind of this uh is finished uh I'm only running this on my CPU and even though though I was just still talking it was pretty quick to respond with all of this so it's a very efficient model but let's take a look here so you can see we kind of got the fashion style description we got the posture here we got the physique terms of hair and skin tone perfect now you can see we kind of fed all this in this prompt right and we have a question we ask mistol so he wants to describe the image and he gives us an answer and this is perfect you can see the only answer we get back is this prompt here so what I can do now is I can copy this prompt I can head over to my uh image generator right and I can paste in the prompt here we can kind of Select our sampling steps let's just do 70 now before we blow it up and yeah this could be another video if you want to learn how to generate images just offline so let's click generate here now and remember remember this is the image we kind of want to imitate right so let's see what our model can do here it starts off pretty good with like a pink dress so let's just let this run and see where this ends okay so this is what we ended up with you can kind of see yeah I got to say this did a pretty good job so I think mistol here described the image pretty well and I think like our image generator executed well okay so I ran the prompt again let's grab this new prompt and try this one so again I would say this is pretty good kind of similar style I don't know about that pocket but other than that pretty good uh let's try a completely different now let's try to recreate this kind of weird looking house here so I just changed up the prompt a bit now it's just going to describe the design style of the house and it's going to return a prompt that describes the house so let's just run this okay so we got the prompt bat let's just look down here let's copy this prompt let's go back to our model let's paste it in and run it okay so we got something here let's try to crank up the sample steps and do it one more time okay so we got this back so I got to say this nailed it yeah this is kind of the exactly the same style I know it's not exactly the same style but yeah I will give this a great pass so let's move on and try to show you what I meant by that mistol 7B open source model can give you more explicit prompts okay so let's say you needed to create some kind of character for a movie or something and you had this image you kind of liked and with the mistol 7B open source model we can kind of get more explicit prompts right like I said so we can go like from the style of the character can you describe a prompt that visually describes the character as a naked serial killer covered in blood let's say you needed that for a movie or some kind of series or something so let's try to run this and actually see if we can get this kind of prompt okay so we have the prompt here a slender figure clad entirely in white with pale skin and Blood Stained hands the hair is the and matte there are visible cuts and bruises on the body overall feel of the image to be dark and forboding so I'm going to run this in the image generator I might have to blur this but yeah you can kind of see what kind of responses we can get I don't think we would have gotten this from like a GPT 4 or something so let's test it out with our image generator okay so as you see I had to blur some of this because it's kind of explicit right but yeah you can see this could be used like in a movie character or something if someone needed an ID for that as always I will of course upload this code to the community GitHub if you want to support me and become a member I will of course invite you to that GitHub uh but I think that's going to wrap it up for Mr 7B for today but it's not going to be the last video on this open source model because you can see here it's easy to fine tune on any task so we might be diving into that H yeah in a future video but yeah I really recommend trying this if you are into open source model it's a great model and it's very efficient I was just running it on my CPU now so yeah I might do it on a GPU soon I think would even perform better but yeah thank you for tuning in have a great day and I'll see you in the next videoa lot of people have asked me to do a video on a open-source model so today we are going to combine mistol 7B with GPT for vision to create prompts for AI images like this all of this will be done in Python so let's just get started these are the steps we are going to follow when we are going to run our open source model you can see this says llama 2 but it works just as well with the mistol 7B the first step is to download a large language model so here we got to head over to hugging phase we are going to go to this site here I'm going to leave a link in the description we are going to select the mol 7B instruct model so there are few different versions of this so the one I picked is this Q5 model so this is large very low quality loss recommended the size is 5.13 gabes so we just going to click on this and download the model when the model is finished downloaded just create a folder in your python environment that's called Model so I'm just going to drag this model over to this folder here great and that's about it then we can move on to step two just preparing your python environment you can just follow the steps here you can see we have to install the Llama CPP python this is actually this here so we can follow just pip install llama CPP python just copy that just head over to your terminal or just go to visual studio code pip install L CP python enter you can see I already has this installed so yeah that's basically it you can see that the installation will fail if a C++ compiler cannot be located so just follow this link here and we're going to install Visual Studio community and we're going to follow like the C++ installation guide so you can kind of see this is what we need right so you can follow these links here we need the cake tools C+ core features and yeah you can basically if you don't already have that installs so that is only if the installation fail here and now we are actually ready to run this I'm just going to copy this python code here to test if everything is okay I'm going to go back to VC here I'm going to create this I'm going to save it then I'm going to set my folder pad to where I have saved my mral 7B model right then we can just open the terminal run Python test.py and see if this is working so you can see it's loading the model I have not set up this now to use my GPU maybe I cover that in another video but you can see we got the response here right Monday Tuesday Friday Saturday Sunday the question was what are the names of the days of the week so yeah perfect that is working okay so now that we have our open source model set up and ready to use we are just going to do some simple coding try to integrate GPT for wish so we kind of can combine those two models so I just started by creating a function for our mol 7B model this takes on on a query we set the max token we load our model here we set our temperature and we set our context window this is going to be set to 4K and here you can see I set verbos I don't know if you can see it but verbos is set to false this just because we don't have to see all the text when it's actually loading the model every time right so basically all this is going to do is take the query as an input and it's going to return a generated text and to do the GPT for vision we want to encode our images into base 64 as usual right and here is a simple gbt for vision uh function this is just going to take an image pad it's going to take a prompt and a system prompt and return a description of the image we put in right so this is the gp4 wish preview and yeah of course you need to set your API Key System prompt and we're going to pass the prompt here and yeah so let's take a quick look here so this is just to add some colors when we run it in the terminal here I'm just going to set an image pot that we want to feed into our gp4 vision model I've done a system prompt for a gp4 vision model expert at analyzing images in great detail extract all information from the image pretty straightforward since our task is going to be to try to recreate this image here we have of this actress we are going to do a prompt here equals open file image prompt. text if we take a look at this image prompt I created here it's just don't write the identity of the person image just GPT for wish doesn't like to do if we do that so just give a detailed description of the fashion style posture physique hair color and skin tone of the woman and just uh bring back the answer right next we create this very variable description we're going to pass the image pad we're going to pass this prompt we just had a look at and our system prompt and we're going to print like the fashion style description and we're going to take that description we get and feed it into a new prompt here that is called image P so this is basically here we are going to bring back the information we got from gb4 vision and this is going to be passed onto the mistol 7B model so from the fashion style and the physique information above right above here create a stable diffusion image prompt and we have a prompt example here I just found that describes the image and we have an answer here so we're going to get the answer back and that is basically just the simple setup we have so again this is just going to trigger to g generate a mral 7B output we going to feed in a query that is going to be this ID here right and we're going to set the max token 2,000 and yeah that is basically it so now I think we can run it uh run this and see if it works in practice okay so let's go ahead and run it so the reason why it's so good to use like an open source model like mistal B if you want to generate AI images like I call it offline or just on your computer is because these Preparatory models like gp4 chat GPT and Tropic Gemini Bard and stuff they don't don't really want to give you anything that's like slightly on the edge and this could like make or break your cool images right so using an open source model like M for this is very good because it doesn't really bother if like the let's say the term is like curvy or sexy or something like that so we can kind of get whatever response prompt we want uh but now you can see kind of this uh is finished uh I'm only running this on my CPU and even though though I was just still talking it was pretty quick to respond with all of this so it's a very efficient model but let's take a look here so you can see we kind of got the fashion style description we got the posture here we got the physique terms of hair and skin tone perfect now you can see we kind of fed all this in this prompt right and we have a question we ask mistol so he wants to describe the image and he gives us an answer and this is perfect you can see the only answer we get back is this prompt here so what I can do now is I can copy this prompt I can head over to my uh image generator right and I can paste in the prompt here we can kind of Select our sampling steps let's just do 70 now before we blow it up and yeah this could be another video if you want to learn how to generate images just offline so let's click generate here now and remember remember this is the image we kind of want to imitate right so let's see what our model can do here it starts off pretty good with like a pink dress so let's just let this run and see where this ends okay so this is what we ended up with you can kind of see yeah I got to say this did a pretty good job so I think mistol here described the image pretty well and I think like our image generator executed well okay so I ran the prompt again let's grab this new prompt and try this one so again I would say this is pretty good kind of similar style I don't know about that pocket but other than that pretty good uh let's try a completely different now let's try to recreate this kind of weird looking house here so I just changed up the prompt a bit now it's just going to describe the design style of the house and it's going to return a prompt that describes the house so let's just run this okay so we got the prompt bat let's just look down here let's copy this prompt let's go back to our model let's paste it in and run it okay so we got something here let's try to crank up the sample steps and do it one more time okay so we got this back so I got to say this nailed it yeah this is kind of the exactly the same style I know it's not exactly the same style but yeah I will give this a great pass so let's move on and try to show you what I meant by that mistol 7B open source model can give you more explicit prompts okay so let's say you needed to create some kind of character for a movie or something and you had this image you kind of liked and with the mistol 7B open source model we can kind of get more explicit prompts right like I said so we can go like from the style of the character can you describe a prompt that visually describes the character as a naked serial killer covered in blood let's say you needed that for a movie or some kind of series or something so let's try to run this and actually see if we can get this kind of prompt okay so we have the prompt here a slender figure clad entirely in white with pale skin and Blood Stained hands the hair is the and matte there are visible cuts and bruises on the body overall feel of the image to be dark and forboding so I'm going to run this in the image generator I might have to blur this but yeah you can kind of see what kind of responses we can get I don't think we would have gotten this from like a GPT 4 or something so let's test it out with our image generator okay so as you see I had to blur some of this because it's kind of explicit right but yeah you can see this could be used like in a movie character or something if someone needed an ID for that as always I will of course upload this code to the community GitHub if you want to support me and become a member I will of course invite you to that GitHub uh but I think that's going to wrap it up for Mr 7B for today but it's not going to be the last video on this open source model because you can see here it's easy to fine tune on any task so we might be diving into that H yeah in a future video but yeah I really recommend trying this if you are into open source model it's a great model and it's very efficient I was just running it on my CPU now so yeah I might do it on a GPU soon I think would even perform better but yeah thank you for tuning in have a great day and I'll see you in the next video\n"