ComfyUI Node: Conditioning Add ConDelta AutoScale

Conditioning Add ConDelta AutoScale:

The ConditioningAddConDeltaAutoScale node is designed to enhance your conditioning process by applying a conditioning delta to an existing conditioning. This node automatically scales the delta to match the conditioning by calculating the ratio of the means of the two vectors involved. This ensures that the delta is appropriately adjusted to the scale of the conditioning, providing a seamless integration of the delta's effects. The primary benefit of this node is its ability to maintain the balance and proportion of the conditioning while incorporating the delta, which can be particularly useful in scenarios where precise adjustments are needed without manually calculating scaling factors. This node is essential for artists looking to fine-tune their conditioning with added deltas, ensuring that the modifications are both effective and harmonious with the original conditioning.

Conditioning Add ConDelta AutoScale Input Parameters:

conditioning

This parameter represents the base conditioning to which the delta will be applied. It is crucial as it serves as the foundation for the modifications introduced by the delta. The conditioning is expected to be in a specific format that the node can process.

condelta

The condelta parameter specifies the conditioning delta to be applied. It is essentially a set of modifications or adjustments that you want to integrate into the base conditioning. The delta is selected from a list of available options, and its name is typically associated with a specific LoRA (Low-Rank Adaptation) model.

ratio_type

This parameter determines the method used to calculate the scaling ratio between the conditioning and the delta. You can choose from "mean," "max," or "median," with "median" being the default option. The choice of ratio type affects how the delta is scaled to match the conditioning, influencing the final output's balance and proportion.

strength

The strength parameter controls the intensity of the delta's application to the conditioning. It is a float value with a default of 1.0, allowing for fine-tuning with a step of 0.01. The range is from -100.0 to 100.0, providing flexibility in either amplifying or diminishing the delta's effect.

clamp

This boolean parameter, when set to true, ensures that the values of the ConDelta are clamped, preventing them from exceeding a specified range. This can be useful for maintaining stability and preventing extreme values that could disrupt the conditioning.

clamp_value

The clamp_value parameter sets the maximum absolute value for clamping the ConDelta. It is a float with a default of 3.0 and a step of 0.01. This parameter works in conjunction with the clamp parameter to ensure that the delta values remain within a controlled range.

Conditioning Add ConDelta AutoScale Output Parameters:

CONDITIONING

The output of this node is the modified conditioning, which incorporates the scaled delta. This output retains the original conditioning's structure while integrating the adjustments specified by the delta. The result is a refined conditioning that reflects the desired modifications, providing a balanced and proportionate enhancement to the original input.

Conditioning Add ConDelta AutoScale Usage Tips:

• Experiment with different ratio_type settings to see how they affect the scaling of the delta. This can help you achieve the desired balance between the conditioning and the delta.
• Use the strength parameter to control the intensity of the delta's effect. A higher strength can amplify the delta's impact, while a lower strength can provide subtle adjustments.

Conditioning Add ConDelta AutoScale Common Errors and Solutions:

Error: "Invalid conditioning format"

• Explanation: This error occurs when the input conditioning does not match the expected format required by the node.
• Solution: Ensure that the conditioning input is correctly formatted and compatible with the node's requirements.

Error: "ConDelta not found"

• Explanation: This error indicates that the specified condelta could not be located in the available list.
• Solution: Verify that the condelta name is correct and that it exists in the list of available options.

Error: "Clamping value out of range"

• Explanation: This error arises when the clamp_value is set outside the permissible range.
• Solution: Adjust the clamp_value to fall within the acceptable range, ensuring it is a positive float value.