Nuevos samplers, tutorial sobre los samplers de Stable Diffusion

Stable Diffusion en español
3 Sept 202316:17

TLDRThe video script discusses a detailed review of the new samplers in the Eleven 1.6 software update, focusing on their functionality and performance. The creator conducts tests with various samplers, including the Dark Mod, Euler, and more, comparing their speed, convergence, and quality. The video serves as a guide for beginners and experienced users alike, highlighting the differences in image rendering and the unique characteristics of each sampler. The conclusion suggests that while some samplers offer better quality with fewer steps, others may require more steps for improved results, emphasizing the importance of sampler choice based on the desired outcome and style of the artwork.


  • 🎥 The video discusses a new automatic level feature in Eleven 1.6 and introduces new samplers.
  • 🔍 The explanation is aimed at both beginners and experienced users, providing insights into what samplers are and how they work.
  • 🌟 The video includes a detailed review of the new samplers and their performance in comparison to older ones.
  • 📈 The script mentions various samplers like Euler, LMS Euler, DDIM, PLMS, BPM, and more, each with their unique characteristics.
  • 🚀 Euler is noted for its speed but lacks convergence, meaning the image quality does not improve significantly after a certain point.
  • 🔎 Ancestral samplers are faster but do not converge, maintaining the image composition but lacking detail at higher steps.
  • 🤔 The new samplers, such as the restart, are intriguing and their performance is tested in the video.
  • 📊 The video provides a visual comparison of image quality and convergence at different steps for various samplers.
  • 🏆 DDIM and SD Carras are highlighted for their quality, especially when used for realistic images.
  • 💡 The video emphasizes the importance of choosing the right sampler based on the desired image quality and rendering speed.
  • 🌐 The script concludes with a recommendation to use DDIM+ and 2M Carras for a balance of quality and speed, and to experiment with different samplers for the best results.

Q & A

  • What is the main topic of the video?

    -The main topic of the video is a review and demonstration of the new samplers in version 1.6 of the Eleven software, along with an explanation of what samplers are and how they work.

  • What is the significance of the new samplers introduced in version 1.6?

    -The new samplers introduced in version 1.6 offer different functionalities and improvements over previous versions, which can enhance the user's experience and the quality of their work.

  • What does the term 'sampler' refer to in the context of the video?

    -In the context of the video, a 'sampler' refers to a type of plugin used in digital audio workstations, which allows users to trigger and manipulate audio samples.

  • How does the video help someone who is new to using samplers?

    -The video provides an explanation of what samplers are and how they work, which is beneficial for beginners who are just starting to work with samplers in their music production.

  • What is the 'Dark mod' mentioned in the video?

    -The 'Dark mod' is not explicitly defined in the script, but it likely refers to a specific modification or setting within the Eleven software that the presenter is discussing.

  • What are some of the new samplers introduced in version 1.6?

    -Some of the new samplers introduced in version 1.6 include PM, 12msd, and Restart. These samplers offer different characteristics and are designed to improve the user's experience.

  • What is the difference between 'ancestral' samplers and 'modern' samplers according to the video?

    -Ancestral samplers, such as Euler and LMS Euler, are older and faster but may not converge well, meaning the image quality does not improve consistently with more steps. Modern samplers, like DDIM, PLMS, and BPM, use different techniques and are generally slower but offer better image quality and convergence.

  • What does 'convergence' mean in the context of samplers?

    -In the context of samplers, 'convergence' refers to the improvement in image quality as the number of steps increases. A sampler with good convergence will show a noticeable improvement in quality as more steps are added.

  • How does the video demonstrate the effectiveness of different samplers?

    -The video demonstrates the effectiveness of different samplers by showing comparisons of images generated with varying numbers of steps. This helps viewers understand how different samplers can affect the quality and detail of the final output.

  • What is the recommendation for achieving high-quality images with samplers?

    -The video recommends using samplers like DDIM, SD Carras, and IPC for high-quality images. It also suggests experimenting with different samplers and steps to find the best combination for the desired outcome.

  • What is the conclusion of the video regarding the use of new samplers?

    -The conclusion of the video is that the new samplers in version 1.6 offer a variety of options for users, with some providing better quality and others being faster. The presenter suggests trying out different samplers to find the best fit for each project.



🎥 Introduction to New Samplers and Video Overview

The speaker welcomes the audience to their Spanish video tutorial, where they discuss a new automatic level feature in Eleven 1.6 and introduce new samplers. The video aims to educate beginners about samplers and showcase their functionality to experienced users. The speaker provides a link to resources and emphasizes the hard work put into the video, encouraging viewers to subscribe and like the video. They also mention the Dark Mod and ask for feedback in the comments.


🔍 Explanation of Samplers and Their Functionality

The speaker delves into the definition of samplers and explains their role in the video. They discuss the evolution from old school samples like Euler and LMS Euler to more modern ones like BPM and PM. The speaker highlights the differences in speed, convergence, and quality among various samplers, providing insights into their performance based on the number of steps and their suitability for different types of images, such as realistic or anime styles.


📊 Comparative Analysis of Samplers

The speaker presents a comparative analysis of different samplers, discussing their convergence and speed. They explain how ancestral samplers are faster but may not converge, affecting image quality. The speaker also compares the quality of images produced by various samplers, noting that some may produce better results with fewer steps while others require more steps for higher quality. They conclude with recommendations on which samplers to use for different purposes, such as DDIM for quality and Euler for speed.


🎨 Testing New Samplers on Realistic and Anime Models

The speaker demonstrates the application of new samplers on both realistic and anime models, showcasing the impact of different samplers on the final image. They discuss the results of using various samplers, such as DDIM, SD Carras, and IPC, on different models and steps. The speaker emphasizes the importance of choosing the right sampler for the desired outcome and warns viewers to be cautious with certain models as their performance can vary significantly.

🚀 Conclusion and Final Thoughts on Samplers

The speaker concludes the video by summarizing their findings and preferences regarding the new samplers. They reiterate their recommendation for DDIM, especially the SD Carras, for quality and suggest IPC and Restart for further testing. The speaker also encourages viewers to experiment with the new samplers and share their opinions in the comments. They end the video by expressing gratitude for the audience's engagement and looking forward to their feedback.



💡Eleven 1.6

Eleven 1.6 refers to a version of a software or tool being discussed in the video. It is likely a platform or application that allows users to perform certain tasks, such as creating or editing digital content. The speaker mentions conducting a test with the new automatic level feature in Eleven 1.6, indicating that it's a significant update or version of the software.


Samplers, in the context of the video, are tools or features used within the Eleven 1.6 software that allow users to select and utilize different elements or 'samples' in their projects. They are integral to the process of creating content, as they provide a variety of options for users to experiment with. The video discusses the functionality and differences between various samplers, indicating their importance in the creative process.


Convergence in this context refers to the process of an image or output becoming more defined or stable as the number of steps or iterations increases. It is a critical aspect of the sampling process, as it determines the quality and final appearance of the content being created. The speaker discusses the convergence of different samplers, highlighting how some samplers converge faster or produce better quality images with fewer steps.


Quality in the video script refers to the visual fidelity or the aesthetic appeal of the images produced using the Eleven 1.6 software and its various samplers. The speaker evaluates the quality of the images rendered by different samplers and discusses how certain samplers can produce higher quality images with fewer steps, which is desirable for users seeking efficiency and good results.


Speed in this context is related to the time it takes for the Eleven 1.6 software to render images using its samplers. Users are often interested in finding a balance between speed and quality, as faster rendering times can be beneficial for productivity, especially when working on large projects or tight deadlines.


Euler is mentioned as a type of sampler in the Eleven 1.6 software. It is characterized by its speed, being one of the fastest options available. However, it may not always produce the highest quality images, especially when compared to other samplers like dpm or SD carras.


DPM, or Denoising Perception Model, is referenced as a sampler in the Eleven 1.6 software. It is discussed in relation to its quality and speed, with the speaker noting that certain versions of DPM, like DPM+ and DPM2, are preferred for their ability to produce high-quality images, particularly for realistic content.

💡SD Carras

SD Carras is identified as a sampler within the Eleven 1.6 software that is known for producing high-quality images. The speaker mentions using SD Carras for its superior quality, especially when compared to other samplers. It is recommended for users seeking detailed and visually appealing results.


IPC, or Infinite Pixel Correction, is another sampler mentioned in the video. It is described as a newer sampler that can produce high-quality images with fewer steps. However, the speaker also notes that it may not always deliver as expected, especially with certain models, indicating that its effectiveness can vary.


Restart is a new sampler introduced in the Eleven 1.6 software. The speaker expresses surprise and satisfaction with the results produced by the Restart sampler, suggesting that it is a promising addition to the software's capabilities. It is noted for its potential to produce different outcomes compared to other samplers.


Anime is mentioned in the context of using the Eleven 1.6 software and its samplers for creating or editing anime-style content. The speaker discusses using specific samplers for anime, highlighting the importance of choosing the right tool for the desired style of content.


Introduction to a new video demonstrating the use of the automatic level in Eleven 1.6 and new samplers.

Explanation of what a sampler is and how they work, especially useful for beginners in the field.

Discussion on the performance and functionality of the new samplers in version 1.6.

Comparison of the new samplers with the old school samples like Euler and LMS Euler.

Observation that ancestral samplers are faster but do not converge the image.

Explanation of the non-convergence issue and its impact on image quality.

Mention of the use of DDIM, PLMS, and BPM as modern samplers for diffusion models.

Highlight on the slow speed of DDIM2 but its high quality for realistic images.

Introduction of the new sampler IPC and its performance evaluation.

Comparison of image quality and convergence among different samplers like DDIM+, 2M Carras, and SD Carras.

Recommendation for achieving decent quality and speed by using DDIM+ and 2M Carras with 20 to 30 steps.

Discussion on the variability in image quality depending on the sampler used.

Presentation of the results of tests conducted with 20 and 40 steps for different models and samplers.

Observation that DDIM2 maintains the general composition of the image even with fewer steps.

Comparison of the convergence and quality of images using Euler A and different steps.

Evaluation of the new samplers like SD Exponential and 3M, and their impact on image quality.

Surprise at the performance of the Restart sampler and its comparison with IPC.

Conclusion on the preference for DDIM+ and SD Carras for quality, and Euler for anime-style images.

Note on the importance of sampler choice as it can significantly alter the image outcome.

Invitation for viewers to share their opinions on the samplers and their experiences in the comments.