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Automate XY plot generation by adjusting Clip Skip values for AI model optimization.
The XY Input: Clip Skip node is designed to facilitate the generation of XY plots by varying the Clip Skip parameter within a specified range. This node is particularly useful for AI artists who want to explore the effects of different Clip Skip values on their models, allowing for a more efficient and systematic approach to fine-tuning and optimization. By automating the process of adjusting Clip Skip values, this node helps you save time and effort, enabling you to focus on analyzing the results and making informed decisions about your model's performance.
This parameter specifies the target checkpoint type, with options being Base
or Refiner
. The choice of checkpoint type determines the context in which the Clip Skip values will be applied. Selecting Base
applies the Clip Skip values to the base model, while Refiner
applies them to the refiner model. This allows you to tailor the Clip Skip adjustments to the specific model component you are working with.
This parameter defines the number of batches to be processed, with an integer value. The default value is set to XYPLOT_DEF
, with a minimum of 0 and a maximum of XYPLOT_LIM
. Adjusting the batch count allows you to control the number of iterations over which the Clip Skip values will be varied, providing flexibility in the granularity of your analysis.
This parameter sets the starting value for the Clip Skip range, with an integer value. The default value is -1
, with a minimum of -24
and a maximum of -1
, and a step size of 1. This parameter determines the initial Clip Skip value from which the node will begin generating variations, allowing you to define the lower bound of your exploration range.
This parameter sets the ending value for the Clip Skip range, with an integer value. The default value is -3
, with a minimum of -24
and a maximum of -1
, and a step size of 1. This parameter determines the final Clip Skip value up to which the node will generate variations, allowing you to define the upper bound of your exploration range.
This output parameter provides a tuple containing the type of Clip Skip (either Clip Skip
or Clip Skip (Refiner)
) and the generated Clip Skip values. The output is essential for creating XY plots, as it provides the necessary data points to visualize the impact of different Clip Skip values on your model's performance. By analyzing these plots, you can gain insights into the optimal Clip Skip settings for your specific use case.
first_clip_skip
and last_clip_skip
parameters based on your model's requirements and the expected impact of Clip Skip values.batch_count
values to find the right balance between the granularity of your analysis and the computational resources available.XY Plot Error: '<value>' is not a valid Clip Skip.
-24
and -1
.XY Plot Error: '<checkpoint>' is not a valid checkpoint.
XY Plot Error: '<clip_skip>' is not a valid clip skip.
-24
to -1
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