1
0
mirror of https://github.com/huggingface/diffusers.git synced 2026-01-27 17:22:53 +03:00
Files
diffusers/docs/source/ko/using-diffusers/custom_pipeline_overview.md
Steven Liu cc5b31ffc9 [docs] Migrate syntax (#12390)
* change syntax

* make style
2025-09-30 10:11:19 -07:00

53 lines
4.0 KiB
Markdown

<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
specific language governing permissions and limitations under the License.
-->
# ์ปค์Šคํ…€ ํŒŒ์ดํ”„๋ผ์ธ ๋ถˆ๋Ÿฌ์˜ค๊ธฐ
[[open-in-colab]]
์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์€ ๋…ผ๋ฌธ์— ๋ช…์‹œ๋œ ์›๋ž˜์˜ ๊ตฌํ˜„์ฒด์™€ ๋‹ค๋ฅธ ํ˜•ํƒœ๋กœ ๊ตฌํ˜„๋œ ๋ชจ๋“  [`DiffusionPipeline`] ํด๋ž˜์Šค๋ฅผ ์˜๋ฏธํ•ฉ๋‹ˆ๋‹ค. (์˜ˆ๋ฅผ ๋“ค์–ด, [`StableDiffusionControlNetPipeline`]๋Š” ["Text-to-Image Generation with ControlNet Conditioning"](https://huggingface.co/papers/2302.05543) ํ•ด๋‹น) ์ด๋“ค์€ ์ถ”๊ฐ€ ๊ธฐ๋Šฅ์„ ์ œ๊ณตํ•˜๊ฑฐ๋‚˜ ํŒŒ์ดํ”„๋ผ์ธ์˜ ์›๋ž˜ ๊ตฌํ˜„์„ ํ™•์žฅํ•ฉ๋‹ˆ๋‹ค.
[Speech to Image](https://github.com/huggingface/diffusers/tree/main/examples/community#speech-to-image) ๋˜๋Š” [Composable Stable Diffusion](https://github.com/huggingface/diffusers/tree/main/examples/community#composable-stable-diffusion) ๊ณผ ๊ฐ™์€ ๋ฉ‹์ง„ ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์ด ๋งŽ์ด ์žˆ์œผ๋ฉฐ [์—ฌ๊ธฐ์—์„œ](https://github.com/huggingface/diffusers/tree/main/examples/community) ๋ชจ๋“  ๊ณต์‹ ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์„ ์ฐพ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
ํ—ˆ๋ธŒ์—์„œ ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋กœ๋“œํ•˜๋ ค๋ฉด, ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์˜ ๋ฆฌํฌ์ง€ํ† ๋ฆฌ ID์™€ (ํŒŒ์ดํ”„๋ผ์ธ ๊ฐ€์ค‘์น˜ ๋ฐ ๊ตฌ์„ฑ ์š”์†Œ๋ฅผ ๋กœ๋“œํ•˜๋ ค๋Š”) ๋ชจ๋ธ์˜ ๋ฆฌํฌ์ง€ํ† ๋ฆฌ ID๋ฅผ ์ธ์ž๋กœ ์ „๋‹ฌํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. ์˜ˆ๋ฅผ ๋“ค์–ด, ์•„๋ž˜ ์˜ˆ์‹œ์—์„œ๋Š” `hf-internal-testing/diffusers-dummy-pipeline`์—์„œ ๋”๋ฏธ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋ถˆ๋Ÿฌ์˜ค๊ณ , `google/ddpm-cifar10-32`์—์„œ ํŒŒ์ดํ”„๋ผ์ธ์˜ ๊ฐ€์ค‘์น˜์™€ ์ปดํฌ๋„ŒํŠธ๋“ค์„ ๋กœ๋“œํ•ฉ๋‹ˆ๋‹ค.
> [!WARNING]
> ๐Ÿ”’ ํ—ˆ๊น… ํŽ˜์ด์Šค ํ—ˆ๋ธŒ์—์„œ ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋ถˆ๋Ÿฌ์˜ค๋Š” ๊ฒƒ์€ ๊ณง ํ•ด๋‹น ์ฝ”๋“œ๊ฐ€ ์•ˆ์ „ํ•˜๋‹ค๊ณ  ์‹ ๋ขฐํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ์ฝ”๋“œ๋ฅผ ์ž๋™์œผ๋กœ ๋ถˆ๋Ÿฌ์˜ค๊ณ  ์‹คํ–‰ํ•˜๊ธฐ ์•ž์„œ ๋ฐ˜๋“œ์‹œ ์˜จ๋ผ์ธ์œผ๋กœ ํ•ด๋‹น ์ฝ”๋“œ์˜ ์‹ ๋ขฐ์„ฑ์„ ๊ฒ€์‚ฌํ•˜์„ธ์š”!
```py
from diffusers import DiffusionPipeline
pipeline = DiffusionPipeline.from_pretrained(
"google/ddpm-cifar10-32", custom_pipeline="hf-internal-testing/diffusers-dummy-pipeline"
)
```
๊ณต์‹ ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋ถˆ๋Ÿฌ์˜ค๋Š” ๊ฒƒ์€ ๋น„์Šทํ•˜์ง€๋งŒ, ๊ณต์‹ ๋ฆฌํฌ์ง€ํ† ๋ฆฌ ID์—์„œ ๊ฐ€์ค‘์น˜๋ฅผ ๋ถˆ๋Ÿฌ์˜ค๋Š” ๊ฒƒ๊ณผ ๋”๋ถˆ์–ด ํ•ด๋‹น ํŒŒ์ดํ”„๋ผ์ธ ๋‚ด์˜ ์ปดํฌ๋„ŒํŠธ๋ฅผ ์ง์ ‘ ์ง€์ •ํ•˜๋Š” ๊ฒƒ ์—ญ์‹œ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค. ์•„๋ž˜ ์˜ˆ์ œ๋ฅผ ๋ณด๋ฉด ์ปค๋ฎค๋‹ˆํ‹ฐ [CLIP Guided Stable Diffusion](https://github.com/huggingface/diffusers/tree/main/examples/community#clip-guided-stable-diffusion) ํŒŒ์ดํ”„๋ผ์ธ์„ ๋กœ๋“œํ•  ๋•Œ, ํ•ด๋‹น ํŒŒ์ดํ”„๋ผ์ธ์—์„œ ์‚ฌ์šฉํ•  `clip_model` ์ปดํฌ๋„ŒํŠธ์™€ `feature_extractor` ์ปดํฌ๋„ŒํŠธ๋ฅผ ์ง์ ‘ ์„ค์ •ํ•˜๋Š” ๊ฒƒ์„ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
```py
from diffusers import DiffusionPipeline
from transformers import CLIPImageProcessor, CLIPModel
clip_model_id = "laion/CLIP-ViT-B-32-laion2B-s34B-b79K"
feature_extractor = CLIPImageProcessor.from_pretrained(clip_model_id)
clip_model = CLIPModel.from_pretrained(clip_model_id)
pipeline = DiffusionPipeline.from_pretrained(
"stable-diffusion-v1-5/stable-diffusion-v1-5",
custom_pipeline="clip_guided_stable_diffusion",
clip_model=clip_model,
feature_extractor=feature_extractor,
)
```
์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์— ๋Œ€ํ•œ ์ž์„ธํ•œ ๋‚ด์šฉ์€ [์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ](https://github.com/huggingface/diffusers/blob/main/docs/source/en/using-diffusers/custom_pipeline_examples) ๊ฐ€์ด๋“œ๋ฅผ ์‚ดํŽด๋ณด์„ธ์š”. ์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ ๋“ฑ๋ก์— ๊ด€์‹ฌ์ด ์žˆ๋Š” ๊ฒฝ์šฐ [์ปค๋ฎค๋‹ˆํ‹ฐ ํŒŒ์ดํ”„๋ผ์ธ์— ๊ธฐ์—ฌํ•˜๋Š” ๋ฐฉ๋ฒ•](https://github.com/huggingface/diffusers/blob/main/docs/source/en/using-diffusers/contribute_pipeline)์— ๋Œ€ํ•œ ๊ฐ€์ด๋“œ๋ฅผ ํ™•์ธํ•˜์„ธ์š” !