comfyui-spawner-nodes

AllOnesMaskGenerator

Creates an int32 all-ones mask using the input tensor's batch size and the selected sequence dimension.

Spawner/Tensor · entrada 1 · parâmetro 1 · saída 1

ConditioningConcatenation

Concatenates two conditioning embeddings along dimension 1 and combines their pooled outputs and attention masks when available.

Spawner/Conditioning · entradas 2 · parâmetros 0 · saída 1

ConditioningCrossAttention

Applies multihead attention using one conditioning input as query and another as key and value, with an optional residual connection.

Spawner/Conditioning · entradas 2 · parâmetros 2 · saída 1

ConditioningInspector

Extracts the conditioning tensor and details, reporting nested detail keys, pooled output, and an attention mask when present.

Spawner/Conditioning · entrada 1 · parâmetros 0 · saídas 5

ConditioningPacker

Packages an embedding tensor with optional pooled embedding, attention mask, and details into ComfyUI CONDITIONING format.

Spawner/Conditioning · entradas 4 · parâmetros 0 · saída 1

ConditioningPooledMerge

Pools two conditioning embeddings, using attention masks when available, then merges them with concat, add, mean, or max.

Spawner/Conditioning · entradas 2 · parâmetro 1 · saída 1

ImageFromBase64

Decodes a base64 image string, including a data URI prefix, and returns an RGB image tensor and alpha mask.

Spawner/Utils · entradas 0 · parâmetro 1 · saídas 2

ImageMaskToBase64

Encodes an image as PNG base64, optionally adding a supplied mask as alpha and a data URI prefix.

Spawner/Utils · entradas 2 · parâmetro 1 · saída 1

ImageMetadataReader

Reads an input image and returns JSON with its filename, dimensions, available EXIF data, and PNG text chunks.

Spawner/Utils · entradas 0 · parâmetro 1 · saída 1

json_process

Parses a JSON string and returns up to four selected values using key and list-index paths.

Spawner/Utils · entrada 1 · parâmetros 4 · saídas 4

SaveTrainingDataPair

Saves an image and conditioning data under a root path and style name, including pooled output and attention mask files when present.

Spawner/Dataset · entradas 2 · parâmetros 2 · saída 1

TensorAttentionFusion

Concatenates two tensors along the sequence dimension, applies multihead self-attention, and scales the output by temperature.

Spawner/Tensor · entradas 2 · parâmetros 2 · saída 1

TensorConcatenation

Concatenates two tensors along a selected dimension and can return debug information about the concatenation.

Spawner/Tensor · entradas 2 · parâmetros 2 · saídas 2

TensorCrossAttention

Applies multihead attention to query, key, and value tensors with an optional key mask and residual connection.

Spawner/Tensor · entradas 5 · parâmetros 2 · saída 1

TensorInspector

Returns a tensor's shape, dtype, and device along with minimum, maximum, and mean values.

Spawner/Tensor · entrada 1 · parâmetros 0 · saídas 6

TensorPooledMerge

Pools one or two tensors along a selected dimension, using optional masks, and merges the pooled results with concat, add, mean, or max.

Spawner/Tensor · entradas 4 · parâmetros 2 · saída 1

TensorShapeAdapter

Descrição compacta indisponível para este nó.

Spawner/Tensor · entradas 2 · parâmetros 0 · saída 1

TensorUnsqueeze

Descrição compacta indisponível para este nó.

Spawner/Tensor · entrada 1 · parâmetro 1 · saída 1

TextEncoderDecoder

Descrição compacta indisponível para este nó.

Spawner/Utils · entradas 0 · parâmetros 6 · saída 1

XMLJSONConverter

Descrição compacta indisponível para este nó.

Spawner/Utils · entradas 0 · parâmetros 3 · saída 1