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최고의 오픈 소스 AI 모델

ComfyUI의 Empty Latent Image 노드

Empty Latent Image creates the blank latent canvas (width, height, batch_size) that text-to-image sampling starts from; dimensions must be multiples of 8 and match the model family.
노드 팩: ComfyUI core
카테고리: 잠재 공간
이 페이지는 아직 번역되지 않아 영어로 표시됩니다.

Empty Latent Image이(가) 하는 일

Text-to-image needs a starting point. Empty Latent Image produces a latent tensor filled with zeros at the requested size, and KSampler adds the noise. Latent space is 8 times smaller than pixels for SD models, so a 1024x1024 image is a 128x128 latent; the node takes pixel sizes and divides for you.
Pick sizes the model was trained on: 512x512 or 512x768 for SD 1.5, 1024x1024 / 832x1216 / 1216x832 for SDXL, Pony and Illustrious. Larger first-pass sizes cause duplicated subjects; use a hires pass for more pixels. For Flux, SD3 and video models use EmptySD3LatentImage or the family-specific latent node, which has a different channel count.

입력

이름
타입
의미
width
INT
Image width in pixels, multiple of 8 (64 recommended).
height
INT
Image height in pixels, multiple of 8.
batch_size
INT
How many images to make in one run with consecutive seeds.

출력

이름
타입
의미
LATENT
LATENT
The empty latent for KSampler latent_image.
AD
설치는 건너뛰세요: 클라우드에 미리 설치된 ComfyUI 워크플로
BitVector는 완성된 ComfyUI 워크플로를 자체 GPU에서 실행합니다. 설치 없음, 누락 노드 없음, 빨간 박스 없음. 휴대폰이나 노트북에서 열고 1분 안에 생성하세요.

Empty Latent Image 사용법

  1. Add Empty Latent Image.
  2. Set width and height for the model family (1024x1024 for SDXL).
  3. Set batch_size 1 while testing, higher once the prompt works.
  4. Connect LATENT to KSampler latent_image and keep denoise at 1.0.

설정과 팁

  • SDXL sweet spots: 1024x1024, 896x1152, 832x1216, 1152x896, 1216x832, 1344x768.
  • SD 1.5 above 768 on the long side tends to double heads and bodies; upscale afterwards instead.
  • batch_size 4 is a cheap way to explore seeds; VRAM scales with it.
  • Width and height that are not multiples of 8 are rounded down.

Empty Latent Image 문제 해결

Flux / SD3 / Wan produce garbage with this node

원인
Those models use 16-channel latents; Empty Latent Image makes the 4-channel SD latent.

해결 방법
Replace it with EmptySD3LatentImage (Flux, SD3, Qwen) or the Wan / Hunyuan empty video latent nodes.

Two heads, duplicated people or tiling patterns

원인
The canvas is much larger than the training resolution, so the model composes several images in one.

해결 방법
Generate at the native size and upscale with a latent or pixel hires pass.

Error: height and width must be divisible by 8

원인
A size like 1000x700 was entered.

해결 방법
Use multiples of 8, ideally 64 (1024, 960, 896, 832, 768).

Out of memory with a batch

원인
batch_size multiplies the memory the sampler needs.

해결 방법
Lower batch_size and queue several runs instead.

AD
이 워크플로를 휴대폰에서 실행하세요
이 페이지의 모든 워크플로는 모델과 커스텀 노드까지 갖춘 채 BitVector에 미리 설치되어 있습니다. 하나 고르고 프롬프트를 입력하면 끝. 설정 제로, 다운로드 없음.

Empty Latent Image에 관한 질문

Can I make non-square images?

Yes, any aspect ratio within the model comfort zone. Keep the pixel count near the training size.

What does batch_size do to the seed?

Each image in the batch uses the base seed plus its index.

관련 노드

AD
노드 고치기에 지치셨나요? 클라우드에 맡기세요
BitVector는 수백 개의 ComfyUI 워크플로를 빠른 클라우드 GPU에 설치하고 업데이트하고 테스트해 둡니다. Python도, CUDA 오류도, VRAM 한계도 없습니다. 어떤 브라우저에서든 됩니다.

더 많은 ComfyUI 노드

CLIP Text Encode (Prompt)
ComfyUI core
CLIP Text Encode turns a text prompt into CONDITIONING using the model text encoder. One node holds the positive prompt, a second one the negative prompt.
ComfyUI Manager
ComfyUI-Manager
ComfyUI Manager is the extension that installs, updates and fixes custom node packs and models from inside the interface, resolves missing nodes in imported workflows and snapshots your setup.
Load Checkpoint
ComfyUI core
Load Checkpoint (CheckpointLoaderSimple) opens a .safetensors or .ckpt model file and hands out the three parts every workflow needs: the diffusion MODEL, the CLIP text encoder and the VAE.
Save Image
ComfyUI core
Save Image writes the IMAGE tensor to ComfyUI/output as a PNG, with the whole workflow embedded in the file metadata so the picture can be dragged back into ComfyUI to restore the graph.
Load Image
ComfyUI core
Load Image reads a picture from the ComfyUI input folder (or an upload) and outputs an IMAGE tensor plus a MASK taken from the alpha channel, the starting point for img2img, inpainting, ControlNet and IP-Adapter graphs.
Load LoRA
ComfyUI core
Load LoRA (LoraLoader) applies a LoRA file to the MODEL and CLIP with separate strengths, so a style, character or concept can be added to any checkpoint without merging.