diff --git a/.github/workflows/build_documentation.yml b/.github/workflows/build_documentation.yml index 4e016d07d5..fef1fa63e2 100644 --- a/.github/workflows/build_documentation.yml +++ b/.github/workflows/build_documentation.yml @@ -13,5 +13,6 @@ jobs: with: commit_sha: ${{ github.sha }} package: diffusers + languages: en ko secrets: token: ${{ secrets.HUGGINGFACE_PUSH }} diff --git a/.github/workflows/build_pr_documentation.yml b/.github/workflows/build_pr_documentation.yml index d51623e735..85289c1eb7 100644 --- a/.github/workflows/build_pr_documentation.yml +++ b/.github/workflows/build_pr_documentation.yml @@ -14,3 +14,4 @@ jobs: commit_sha: ${{ github.event.pull_request.head.sha }} pr_number: ${{ github.event.number }} package: diffusers + languages: en ko diff --git a/docs/source/_toctree.yml b/docs/source/en/_toctree.yml similarity index 100% rename from docs/source/_toctree.yml rename to docs/source/en/_toctree.yml diff --git a/docs/source/api/configuration.mdx 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b/docs/source/en/using-diffusers/unconditional_image_generation.mdx similarity index 100% rename from docs/source/using-diffusers/unconditional_image_generation.mdx rename to docs/source/en/using-diffusers/unconditional_image_generation.mdx diff --git a/docs/source/ko/_toctree.yml b/docs/source/ko/_toctree.yml new file mode 100644 index 0000000000..a1c0c690eb --- /dev/null +++ b/docs/source/ko/_toctree.yml @@ -0,0 +1,193 @@ +- sections: + - local: index + title: "๐Ÿงจ Diffusers" + - local: quicktour + title: "ํ›‘์–ด๋ณด๊ธฐ" + - local: installation + title: "์„ค์น˜" + title: "์‹œ์ž‘ํ•˜๊ธฐ" +- sections: + - sections: + - local: in_translation + title: "Loading Pipelines, Models, and Schedulers" + - local: in_translation + title: "Using different Schedulers" + - local: in_translation + title: "Configuring Pipelines, Models, and Schedulers" + - local: in_translation + title: "Loading and Adding Custom Pipelines" + title: "๋ถˆ๋Ÿฌ์˜ค๊ธฐ & ํ—ˆ๋ธŒ (๋ฒˆ์—ญ ์˜ˆ์ •)" + - sections: + - local: in_translation + title: "Unconditional Image Generation" + - local: in_translation + title: "Text-to-Image Generation" + - local: in_translation + title: "Text-Guided Image-to-Image" + - local: in_translation + title: "Text-Guided Image-Inpainting" + - local: in_translation + title: "Text-Guided Depth-to-Image" + - local: in_translation + title: "Reusing seeds for deterministic generation" + - local: in_translation + title: "Community Pipelines" + - local: in_translation + title: "How to contribute a Pipeline" + title: "์ถ”๋ก ์„ ์œ„ํ•œ ํŒŒ์ดํ”„๋ผ์ธ (๋ฒˆ์—ญ ์˜ˆ์ •)" + - sections: + - local: in_translation + title: "Reinforcement Learning" + - local: in_translation + title: "Audio" + - local: in_translation + title: "Other Modalities" + title: "Taking Diffusers Beyond Images" + title: "Diffusers ์‚ฌ์šฉ๋ฒ• (๋ฒˆ์—ญ ์˜ˆ์ •)" +- sections: + - local: in_translation + title: "Memory and Speed" + - local: in_translation + title: "xFormers" + - local: in_translation + title: "ONNX" + - local: in_translation + title: "OpenVINO" + - local: in_translation + title: "MPS" + - local: in_translation + title: "Habana Gaudi" + title: "์ตœ์ ํ™”/ํŠน์ˆ˜ ํ•˜๋“œ์›จ์–ด (๋ฒˆ์—ญ ์˜ˆ์ •)" +- sections: + - local: in_translation + title: "Overview" + - local: in_translation + title: "Unconditional Image Generation" + - local: in_translation + title: "Textual Inversion" + - local: in_translation + title: "Dreambooth" + - local: in_translation + title: "Text-to-image fine-tuning" + title: "ํ•™์Šต (๋ฒˆ์—ญ ์˜ˆ์ •)" +- sections: + - local: in_translation + title: "Stable Diffusion" + - local: in_translation + title: "Philosophy" + - local: in_translation + title: "How to contribute?" + title: "๊ฐœ๋… ์„ค๋ช… (๋ฒˆ์—ญ ์˜ˆ์ •)" +- sections: + - sections: + - local: in_translation + title: "Models" + - local: in_translation + title: "Diffusion Pipeline" + - local: in_translation + title: "Logging" + - local: in_translation + title: "Configuration" + - local: in_translation + title: "Outputs" + title: "Main Classes" + + - sections: + - local: in_translation + title: "Overview" + - local: in_translation + title: "AltDiffusion" + - local: in_translation + title: "Cycle Diffusion" + - local: in_translation + title: "DDIM" + - local: in_translation + title: "DDPM" + - local: in_translation + title: "Latent Diffusion" + - local: in_translation + title: "Unconditional Latent Diffusion" + - local: in_translation + title: "PaintByExample" + - local: in_translation + title: "PNDM" + - local: in_translation + title: "Score SDE VE" + - sections: + - local: in_translation + title: "Overview" + - local: in_translation + title: "Text-to-Image" + - local: in_translation + title: "Image-to-Image" + - local: in_translation + title: "Inpaint" + - local: in_translation + title: "Depth-to-Image" + - local: in_translation + title: "Image-Variation" + - local: in_translation + title: "Super-Resolution" + title: "Stable Diffusion" + - local: in_translation + title: "Stable Diffusion 2" + - local: in_translation + title: "Safe Stable Diffusion" + - local: in_translation + title: "Stochastic Karras VE" + - local: in_translation + title: "Dance Diffusion" + - local: in_translation + title: "UnCLIP" + - local: in_translation + title: "Versatile Diffusion" + - local: in_translation + title: "VQ Diffusion" + - local: in_translation + title: "RePaint" + - local: in_translation + title: "Audio Diffusion" + title: "ํŒŒ์ดํ”„๋ผ์ธ (๋ฒˆ์—ญ ์˜ˆ์ •)" + - sections: + - local: in_translation + title: "Overview" + - local: in_translation + title: "DDIM" + - local: in_translation + title: "DDPM" + - local: in_translation + title: "Singlestep DPM-Solver" + - local: in_translation + title: "Multistep DPM-Solver" + - local: in_translation + title: "Heun Scheduler" + - local: in_translation + title: "DPM Discrete Scheduler" + - local: in_translation + title: "DPM Discrete Scheduler with ancestral sampling" + - local: in_translation + title: "Stochastic Kerras VE" + - local: in_translation + title: "Linear Multistep" + - local: in_translation + title: "PNDM" + - local: in_translation + title: "VE-SDE" + - local: in_translation + title: "IPNDM" + - local: in_translation + title: "VP-SDE" + - local: in_translation + title: "Euler scheduler" + - local: in_translation + title: "Euler Ancestral Scheduler" + - local: in_translation + title: "VQDiffusionScheduler" + - local: in_translation + title: "RePaint Scheduler" + title: "์Šค์ผ€์ค„๋Ÿฌ (๋ฒˆ์—ญ ์˜ˆ์ •)" + - sections: + - local: in_translation + title: "RL Planning" + title: "Experimental Features" + title: "API (๋ฒˆ์—ญ ์˜ˆ์ •)" diff --git a/docs/source/ko/in_translation.mdx b/docs/source/ko/in_translation.mdx new file mode 100644 index 0000000000..9ed1bdc3ac --- /dev/null +++ b/docs/source/ko/in_translation.mdx @@ -0,0 +1,16 @@ + + +# ๋ฒˆ์—ญ์ค‘ + +์—ด์‹ฌํžˆ ๋ฒˆ์—ญ์„ ์ง„ํ–‰์ค‘์ž…๋‹ˆ๋‹ค. ์กฐ๊ธˆ๋งŒ ๊ธฐ๋‹ค๋ ค์ฃผ์„ธ์š”. +๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค! \ No newline at end of file diff --git a/docs/source/ko/index.mdx b/docs/source/ko/index.mdx new file mode 100644 index 0000000000..ab81f94ff9 --- /dev/null +++ b/docs/source/ko/index.mdx @@ -0,0 +1,63 @@ + + +

+
+ +
+

+ +# ๐Ÿงจ Diffusers + +๐Ÿค— Diffusers๋Š” ์‚ฌ์ „ํ•™์Šต๋œ ๋น„์ „ ๋ฐ ์˜ค๋””์˜ค ํ™•์‚ฐ ๋ชจ๋ธ์„ ์ œ๊ณตํ•˜๊ณ , ์ถ”๋ก  ๋ฐ ํ•™์Šต์„ ์œ„ํ•œ ๋ชจ๋“ˆ์‹ ๋„๊ตฌ ์ƒ์ž ์—ญํ• ์„ ํ•ฉ๋‹ˆ๋‹ค. + +๋ณด๋‹ค ์ •ํ™•ํ•˜๊ฒŒ, ๐Ÿค— Diffusers๋Š” ๋‹ค์Œ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค: + +- ๋‹จ ๋ช‡ ์ค„์˜ ์ฝ”๋“œ๋กœ ์ถ”๋ก ์„ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ๋Š” ์ตœ์‹  ํ™•์‚ฐ ํŒŒ์ดํ”„๋ผ์ธ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ([**Using Diffusers**](./using-diffusers/conditional_image_generation)๋ฅผ ์‚ดํŽด๋ณด์„ธ์š”) ์ง€์›๋˜๋Š” ๋ชจ๋“  ํŒŒ์ดํ”„๋ผ์ธ๊ณผ ํ•ด๋‹น ๋…ผ๋ฌธ์— ๋Œ€ํ•œ ๊ฐœ์š”๋ฅผ ๋ณด๋ ค๋ฉด [**Pipelines**](#pipelines)์„ ์‚ดํŽด๋ณด์„ธ์š”. +- ์ถ”๋ก ์—์„œ ์†๋„ vs ํ’ˆ์งˆ์˜ ์ ˆ์ถฉ์„ ์œ„ํ•ด ์ƒํ˜ธ๊ตํ™˜์ ์œผ๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋‹ค์–‘ํ•œ ๋…ธ์ด์ฆˆ ์Šค์ผ€์ค„๋Ÿฌ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๋‚ด์šฉ์€ [**Schedulers**](./api/schedulers/overview)๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”. +- UNet๊ณผ ๊ฐ™์€ ์—ฌ๋Ÿฌ ์œ ํ˜•์˜ ๋ชจ๋ธ์„ end-to-end ํ™•์‚ฐ ์‹œ์Šคํ…œ์˜ ๊ตฌ์„ฑ ์š”์†Œ๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๋‚ด์šฉ์€ [**Models**](./api/models)์„ ์ฐธ๊ณ ํ•˜์„ธ์š”. +- ๊ฐ€์žฅ ์ธ๊ธฐ์žˆ๋Š” ํ™•์‚ฐ ๋ชจ๋ธ ํ…Œ์Šคํฌ๋ฅผ ํ•™์Šตํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ๋ณด์—ฌ์ฃผ๋Š” ์˜ˆ์ œ๋“ค์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๋‚ด์šฉ์€ [**Training**](./training/overview)๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”. + +## ๐Ÿงจ Diffusers ํŒŒ์ดํ”„๋ผ์ธ + +๋‹ค์Œ ํ‘œ์—๋Š” ๊ณต์‹œ์ ์œผ๋กœ ์ง€์›๋˜๋Š” ๋ชจ๋“  ํŒŒ์ดํ”„๋ผ์ธ, ๊ด€๋ จ ๋…ผ๋ฌธ, ์ง์ ‘ ์‚ฌ์šฉํ•ด ๋ณผ ์ˆ˜ ์žˆ๋Š” Colab ๋…ธํŠธ๋ถ(์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ๊ฒฝ์šฐ)์ด ์š”์•ฝ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค. + +| Pipeline | Paper | Tasks | Colab +|---|---|:---:|:---:| +| [alt_diffusion](./api/pipelines/alt_diffusion) | [**AltDiffusion**](https://arxiv.org/abs/2211.06679) | Image-to-Image Text-Guided Generation | +| [audio_diffusion](./api/pipelines/audio_diffusion) | [**Audio Diffusion**](https://github.com/teticio/audio-diffusion.git) | Unconditional Audio Generation | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/teticio/audio-diffusion/blob/master/notebooks/audio_diffusion_pipeline.ipynb) +| [cycle_diffusion](./api/pipelines/cycle_diffusion) | [**Cycle Diffusion**](https://arxiv.org/abs/2210.05559) | Image-to-Image Text-Guided Generation | +| [dance_diffusion](./api/pipelines/dance_diffusion) | [**Dance Diffusion**](https://github.com/williamberman/diffusers.git) | Unconditional Audio Generation | +| [ddpm](./api/pipelines/ddpm) | [**Denoising Diffusion Probabilistic Models**](https://arxiv.org/abs/2006.11239) | Unconditional Image Generation | +| [ddim](./api/pipelines/ddim) | [**Denoising Diffusion Implicit Models**](https://arxiv.org/abs/2010.02502) | Unconditional Image Generation | +| [latent_diffusion](./api/pipelines/latent_diffusion) | [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://arxiv.org/abs/2112.10752)| Text-to-Image Generation | +| [latent_diffusion](./api/pipelines/latent_diffusion) | [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://arxiv.org/abs/2112.10752)| Super Resolution Image-to-Image | +| [latent_diffusion_uncond](./api/pipelines/latent_diffusion_uncond) | [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://arxiv.org/abs/2112.10752) | Unconditional Image Generation | +| [paint_by_example](./api/pipelines/paint_by_example) | [**Paint by Example: Exemplar-based Image Editing with Diffusion Models**](https://arxiv.org/abs/2211.13227) | Image-Guided Image Inpainting | +| [pndm](./api/pipelines/pndm) | [**Pseudo Numerical Methods for Diffusion Models on Manifolds**](https://arxiv.org/abs/2202.09778) | Unconditional Image Generation | +| [score_sde_ve](./api/pipelines/score_sde_ve) | [**Score-Based Generative Modeling through Stochastic Differential Equations**](https://openreview.net/forum?id=PxTIG12RRHS) | Unconditional Image Generation | +| [score_sde_vp](./api/pipelines/score_sde_vp) | [**Score-Based Generative Modeling through Stochastic Differential Equations**](https://openreview.net/forum?id=PxTIG12RRHS) | Unconditional Image Generation | +| [stable_diffusion](./api/pipelines/stable_diffusion/text2img) | [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release) | Text-to-Image Generation | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/training_example.ipynb) +| [stable_diffusion](./api/pipelines/stable_diffusion/img2img) | [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release) | Image-to-Image Text-Guided Generation | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/image_2_image_using_diffusers.ipynb) +| [stable_diffusion](./api/pipelines/stable_diffusion/inpaint) | [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release) | Text-Guided Image Inpainting | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/in_painting_with_stable_diffusion_using_diffusers.ipynb) +| [stable_diffusion_2](./api/pipelines/stable_diffusion_2) | [**Stable Diffusion 2**](https://stability.ai/blog/stable-diffusion-v2-release) | Text-to-Image Generation | +| [stable_diffusion_2](./api/pipelines/stable_diffusion_2) | [**Stable Diffusion 2**](https://stability.ai/blog/stable-diffusion-v2-release) | Text-Guided Image Inpainting | +| [stable_diffusion_2](./api/pipelines/stable_diffusion_2) | [**Stable Diffusion 2**](https://stability.ai/blog/stable-diffusion-v2-release) | Text-Guided Super Resolution Image-to-Image | +| [stable_diffusion_safe](./api/pipelines/stable_diffusion_safe) | [**Safe Stable Diffusion**](https://arxiv.org/abs/2211.05105) | Text-Guided Generation | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ml-research/safe-latent-diffusion/blob/main/examples/Safe%20Latent%20Diffusion.ipynb) +| [stochastic_karras_ve](./api/pipelines/stochastic_karras_ve) | [**Elucidating the Design Space of Diffusion-Based Generative Models**](https://arxiv.org/abs/2206.00364) | Unconditional Image Generation | +| [unclip](./api/pipelines/unclip) | [Hierarchical Text-Conditional Image Generation with CLIP Latents](https://arxiv.org/abs/2204.06125) | Text-to-Image Generation | +| [versatile_diffusion](./api/pipelines/versatile_diffusion) | [Versatile Diffusion: Text, Images and Variations All in One Diffusion Model](https://arxiv.org/abs/2211.08332) | Text-to-Image Generation | +| [versatile_diffusion](./api/pipelines/versatile_diffusion) | [Versatile Diffusion: Text, Images and Variations All in One Diffusion Model](https://arxiv.org/abs/2211.08332) | Image Variations Generation | +| [versatile_diffusion](./api/pipelines/versatile_diffusion) | [Versatile Diffusion: Text, Images and Variations All in One Diffusion Model](https://arxiv.org/abs/2211.08332) | Dual Image and Text Guided Generation | +| [vq_diffusion](./api/pipelines/vq_diffusion) | [Vector Quantized Diffusion Model for Text-to-Image Synthesis](https://arxiv.org/abs/2111.14822) | Text-to-Image Generation | + +**์ฐธ๊ณ **: ํŒŒ์ดํ”„๋ผ์ธ์€ ํ•ด๋‹น ๋ฌธ์„œ์— ์„ค๋ช…๋œ ๋Œ€๋กœ ํ™•์‚ฐ ์‹œ์Šคํ…œ์„ ์‚ฌ์šฉํ•œ ๋ฐฉ๋ฒ•์— ๋Œ€ํ•œ ๊ฐ„๋‹จํ•œ ์˜ˆ์ž…๋‹ˆ๋‹ค. diff --git a/docs/source/ko/installation.mdx b/docs/source/ko/installation.mdx new file mode 100644 index 0000000000..20d0e08237 --- /dev/null +++ b/docs/source/ko/installation.mdx @@ -0,0 +1,142 @@ + + +# ์„ค์น˜ + +์‚ฌ์šฉํ•˜์‹œ๋Š” ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์— ๋งž๋Š” ๐Ÿค— Diffusers๋ฅผ ์„ค์น˜ํ•˜์„ธ์š”. + +๐Ÿค— Diffusers๋Š” Python 3.7+, PyTorch 1.7.0+ ๋ฐ flax์—์„œ ํ…Œ์ŠคํŠธ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ์‚ฌ์šฉ์ค‘์ธ ๋”ฅ๋Ÿฌ๋‹ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์— ๋Œ€ํ•œ ์•„๋ž˜์˜ ์„ค์น˜ ์•ˆ๋‚ด๋ฅผ ๋”ฐ๋ฅด์„ธ์š”. + +- [PyTorch ์„ค์น˜ ์•ˆ๋‚ด](https://pytorch.org/get-started/locally/) +- [Flax ์„ค์น˜ ์•ˆ๋‚ด](https://flax.readthedocs.io/en/latest/) + +## pip๋ฅผ ์ด์šฉํ•œ ์„ค์น˜ + +[๊ฐ€์ƒ ํ™˜๊ฒฝ](https://docs.python.org/3/library/venv.html)์— ๐Ÿค— Diffusers๋ฅผ ์„ค์น˜ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. +Python ๊ฐ€์ƒ ํ™˜๊ฒฝ์— ์ต์ˆ™ํ•˜์ง€ ์•Š์€ ๊ฒฝ์šฐ [๊ฐ€์ƒํ™˜๊ฒฝ pip ์„ค์น˜ ๊ฐ€์ด๋“œ](https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/)๋ฅผ ์‚ดํŽด๋ณด์„ธ์š”. +๊ฐ€์ƒ ํ™˜๊ฒฝ์„ ์‚ฌ์šฉํ•˜๋ฉด ์„œ๋กœ ๋‹ค๋ฅธ ํ”„๋กœ์ ํŠธ๋ฅผ ๋” ์‰ฝ๊ฒŒ ๊ด€๋ฆฌํ•˜๊ณ , ์ข…์†์„ฑ๊ฐ„์˜ ํ˜ธํ™˜์„ฑ ๋ฌธ์ œ๋ฅผ ํ”ผํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. + +ํ”„๋กœ์ ํŠธ ๋””๋ ‰ํ† ๋ฆฌ์— ๊ฐ€์ƒ ํ™˜๊ฒฝ์„ ์ƒ์„ฑํ•˜๋Š” ๊ฒƒ์œผ๋กœ ์‹œ์ž‘ํ•˜์„ธ์š”: + +```bash +python -m venv .env +``` + +๊ทธ๋ฆฌ๊ณ  ๊ฐ€์ƒ ํ™˜๊ฒฝ์„ ํ™œ์„ฑํ™”ํ•ฉ๋‹ˆ๋‹ค: + +```bash +source .env/bin/activate +``` + +์ด์ œ ๋‹ค์Œ์˜ ๋ช…๋ น์–ด๋กœ ๐Ÿค— Diffusers๋ฅผ ์„ค์น˜ํ•  ์ค€๋น„๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค: + +**PyTorch์˜ ๊ฒฝ์šฐ** + +```bash +pip install diffusers["torch"] +``` + +**Flax์˜ ๊ฒฝ์šฐ** + +```bash +pip install diffusers["flax"] +``` + +## ์†Œ์Šค๋กœ๋ถ€ํ„ฐ ์„ค์น˜ + +์†Œ์Šค์—์„œ `diffusers`๋ฅผ ์„ค์น˜ํ•˜๊ธฐ ์ „์—, `torch` ๋ฐ `accelerate`์ด ์„ค์น˜๋˜์–ด ์žˆ๋Š”์ง€ ํ™•์ธํ•˜์„ธ์š”. + +`torch` ์„ค์น˜์— ๋Œ€ํ•ด์„œ๋Š” [torch docs](https://pytorch.org/get-started/locally/#start-locally)๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”. + +๋‹ค์Œ๊ณผ ๊ฐ™์ด `accelerate`์„ ์„ค์น˜ํ•˜์„ธ์š”. + +```bash +pip install accelerate +``` + +๋‹ค์Œ ๋ช…๋ น์–ด๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์†Œ์Šค์—์„œ ๐Ÿค— Diffusers๋ฅผ ์„ค์น˜ํ•˜์„ธ์š”: + +```bash +pip install git+https://github.com/huggingface/diffusers +``` + +์ด ๋ช…๋ น์–ด๋Š” ์ตœ์‹  `stable` ๋ฒ„์ „์ด ์•„๋‹Œ ์ตœ์ฒจ๋‹จ `main` ๋ฒ„์ „์„ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค. +`main` ๋ฒ„์ „์€ ์ตœ์‹  ๊ฐœ๋ฐœ ์ •๋ณด๋ฅผ ์ตœ์‹  ์ƒํƒœ๋กœ ์œ ์ง€ํ•˜๋Š” ๋ฐ ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค. +์˜ˆ๋ฅผ ๋“ค์–ด ๋งˆ์ง€๋ง‰ ๊ณต์‹ ๋ฆด๋ฆฌ์ฆˆ ์ดํ›„ ๋ฒ„๊ทธ๊ฐ€ ์ˆ˜์ •๋˜์—ˆ์ง€๋งŒ, ์ƒˆ ๋ฆด๋ฆฌ์ฆˆ๊ฐ€ ์•„์ง ์ถœ์‹œ๋˜์ง€ ์•Š์€ ๊ฒฝ์šฐ์ž…๋‹ˆ๋‹ค. +๊ทธ๋Ÿฌ๋‚˜ ์ด๋Š” `main` ๋ฒ„์ „์ด ํ•ญ์ƒ ์•ˆ์ •์ ์ด์ง€ ์•Š์„ ์ˆ˜ ์žˆ์Œ์„ ์˜๋ฏธํ•ฉ๋‹ˆ๋‹ค. +์šฐ๋ฆฌ๋Š” `main` ๋ฒ„์ „์ด ์ง€์†์ ์œผ๋กœ ์ž‘๋™ํ•˜๋„๋ก ๋…ธ๋ ฅํ•˜๊ณ  ์žˆ์œผ๋ฉฐ, ๋Œ€๋ถ€๋ถ„์˜ ๋ฌธ์ œ๋Š” ๋ณดํ†ต ๋ช‡ ์‹œ๊ฐ„ ๋˜๋Š” ํ•˜๋ฃจ ์•ˆ์— ํ•ด๊ฒฐ๋ฉ๋‹ˆ๋‹ค. +๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒํ•˜๋ฉด ๋” ๋นจ๋ฆฌ ํ•ด๊ฒฐํ•  ์ˆ˜ ์žˆ๋„๋ก [Issue](https://github.com/huggingface/transformers/issues)๋ฅผ ์—ด์–ด์ฃผ์„ธ์š”! + + +## ํŽธ์ง‘๊ฐ€๋Šฅํ•œ ์„ค์น˜ + +๋‹ค์Œ์„ ์ˆ˜ํ–‰ํ•˜๋ ค๋ฉด ํŽธ์ง‘๊ฐ€๋Šฅํ•œ ์„ค์น˜๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค: + +* ์†Œ์Šค ์ฝ”๋“œ์˜ `main` ๋ฒ„์ „์„ ์‚ฌ์šฉ +* ๐Ÿค— Diffusers์— ๊ธฐ์—ฌ (์ฝ”๋“œ์˜ ๋ณ€๊ฒฝ ์‚ฌํ•ญ์„ ํ…Œ์ŠคํŠธํ•˜๊ธฐ ์œ„ํ•ด ํ•„์š”) + +์ €์žฅ์†Œ๋ฅผ ๋ณต์ œํ•˜๊ณ  ๋‹ค์Œ ๋ช…๋ น์–ด๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๐Ÿค— Diffusers๋ฅผ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค: + +```bash +git clone https://github.com/huggingface/diffusers.git +cd diffusers +``` + +**PyTorch์˜ ๊ฒฝ์šฐ** + +``` +pip install -e ".[torch]" +``` + +**Flax์˜ ๊ฒฝ์šฐ** + +``` +pip install -e ".[flax]" +``` + +์ด๋Ÿฌํ•œ ๋ช…๋ น์–ด๋“ค์€ ์ €์žฅ์†Œ๋ฅผ ๋ณต์ œํ•œ ํด๋”์™€ Python ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ๊ฒฝ๋กœ๋ฅผ ์—ฐ๊ฒฐํ•ฉ๋‹ˆ๋‹ค. +Python์€ ์ด์ œ ์ผ๋ฐ˜ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ๊ฒฝ๋กœ์— ๋”ํ•˜์—ฌ ๋ณต์ œํ•œ ํด๋” ๋‚ด๋ถ€๋ฅผ ์‚ดํŽด๋ด…๋‹ˆ๋‹ค. +์˜ˆ๋ฅผ๋“ค์–ด Python ํŒจํ‚ค์ง€๊ฐ€ `~/anaconda3/envs/main/lib/python3.7/site-packages/`์— ์„ค์น˜๋˜์–ด ์žˆ๋Š” ๊ฒฝ์šฐ Python์€ ๋ณต์ œํ•œ ํด๋”์ธ `~/diffusers/`๋„ ๊ฒ€์ƒ‰ํ•ฉ๋‹ˆ๋‹ค. + + + +๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ๊ณ„์† ์‚ฌ์šฉํ•˜๋ ค๋ฉด `diffusers` ํด๋”๋ฅผ ์œ ์ง€ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. + + + +์ด์ œ ๋‹ค์Œ ๋ช…๋ น์–ด๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ตœ์‹  ๋ฒ„์ „์˜ ๐Ÿค— Diffusers๋กœ ์‰ฝ๊ฒŒ ์—…๋ฐ์ดํŠธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: + +```bash +cd ~/diffusers/ +git pull +``` + +์ด๋ ‡๊ฒŒ ํ•˜๋ฉด, ๋‹ค์Œ์— ์‹คํ–‰ํ•  ๋•Œ Python ํ™˜๊ฒฝ์ด ๐Ÿค— Diffusers์˜ `main` ๋ฒ„์ „์„ ์ฐพ๊ฒŒ ๋ฉ๋‹ˆ๋‹ค. + +## ํ…”๋ ˆ๋ฉ”ํŠธ๋ฆฌ ๋กœ๊น…์— ๋Œ€ํ•œ ์•Œ๋ฆผ + +์šฐ๋ฆฌ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋Š” `from_pretrained()` ์š”์ฒญ ์ค‘์— ํ…”๋ ˆ๋ฉ”ํŠธ๋ฆฌ ์ •๋ณด๋ฅผ ์›๊ฒฉ์œผ๋กœ ์ˆ˜์ง‘ํ•ฉ๋‹ˆ๋‹ค. +์ด ๋ฐ์ดํ„ฐ์—๋Š” Diffusers ๋ฐ PyTorch/Flax์˜ ๋ฒ„์ „, ์š”์ฒญ๋œ ๋ชจ๋ธ ๋˜๋Š” ํŒŒ์ดํ”„๋ผ์ธ ํด๋ž˜์Šค, ๊ทธ๋ฆฌ๊ณ  ํ—ˆ๋ธŒ์—์„œ ํ˜ธ์ŠคํŒ…๋˜๋Š” ๊ฒฝ์šฐ ์‚ฌ์ „ํ•™์Šต๋œ ์ฒดํฌํฌ์ธํŠธ์— ๋Œ€ํ•œ ๊ฒฝ๋กœ๋ฅผ ํฌํ•จํ•ฉ๋‹ˆ๋‹ค. +์ด ์‚ฌ์šฉ ๋ฐ์ดํ„ฐ๋Š” ๋ฌธ์ œ๋ฅผ ๋””๋ฒ„๊น…ํ•˜๊ณ  ์ƒˆ๋กœ์šด ๊ธฐ๋Šฅ์˜ ์šฐ์„ ์ˆœ์œ„๋ฅผ ์ง€์ •ํ•˜๋Š”๋ฐ ๋„์›€์ด ๋ฉ๋‹ˆ๋‹ค. +ํ…”๋ ˆ๋ฉ”ํŠธ๋ฆฌ๋Š” HuggingFace ํ—ˆ๋ธŒ์—์„œ ๋ชจ๋ธ๊ณผ ํŒŒ์ดํ”„๋ผ์ธ์„ ๋ถˆ๋Ÿฌ์˜ฌ ๋•Œ๋งŒ ์ „์†ก๋˜๋ฉฐ, ๋กœ์ปฌ ์‚ฌ์šฉ ์ค‘์—๋Š” ์ˆ˜์ง‘๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. + +์šฐ๋ฆฌ๋Š” ์ถ”๊ฐ€ ์ •๋ณด๋ฅผ ๊ณต์œ ํ•˜์ง€ ์•Š๊ธฐ๋ฅผ ์›ํ•˜๋Š” ์‚ฌ๋žŒ์ด ์žˆ๋‹ค๋Š” ๊ฒƒ์„ ์ดํ•ดํ•˜๊ณ  ๊ฐœ์ธ ์ •๋ณด๋ฅผ ์กด์ค‘ํ•˜๋ฏ€๋กœ, ํ„ฐ๋ฏธ๋„์—์„œ `DISABLE_TELEMETRY` ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋ฅผ ์„ค์ •ํ•˜์—ฌ ํ…”๋ ˆ๋ฉ”ํŠธ๋ฆฌ ์ˆ˜์ง‘์„ ๋น„ํ™œ์„ฑํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. + +Linux/MacOS์—์„œ: +```bash +export DISABLE_TELEMETRY=YES +``` + +Windows์—์„œ: +```bash +set DISABLE_TELEMETRY=YES +``` \ No newline at end of file diff --git a/docs/source/ko/quicktour.mdx b/docs/source/ko/quicktour.mdx new file mode 100644 index 0000000000..2ba4e99970 --- /dev/null +++ b/docs/source/ko/quicktour.mdx @@ -0,0 +1,123 @@ + + +# ํ›‘์–ด๋ณด๊ธฐ + +๐Ÿงจ Diffusers๋กœ ๋น ๋ฅด๊ฒŒ ์‹œ์ž‘ํ•˜๊ณ  ์‹คํ–‰ํ•˜์„ธ์š”! +์ด ํ›‘์–ด๋ณด๊ธฐ๋Š” ์—ฌ๋Ÿฌ๋ถ„์ด ๊ฐœ๋ฐœ์ž, ์ผ๋ฐ˜์‚ฌ์šฉ์ž ์ƒ๊ด€์—†์ด ์‹œ์ž‘ํ•˜๋Š” ๋ฐ ๋„์›€์„ ์ฃผ๋ฉฐ, ์ถ”๋ก ์„ ์œ„ํ•ด [`DiffusionPipeline`] ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค. + +์‹œ์ž‘ํ•˜๊ธฐ์— ์•ž์„œ์„œ, ํ•„์š”ํ•œ ๋ชจ๋“  ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๊ฐ€ ์„ค์น˜๋˜์–ด ์žˆ๋Š”์ง€ ํ™•์ธํ•˜์„ธ์š”: + +```bash +pip install --upgrade diffusers accelerate transformers +``` + +- [`accelerate`](https://huggingface.co/docs/accelerate/index)์€ ์ถ”๋ก  ๋ฐ ํ•™์Šต์„ ์œ„ํ•œ ๋ชจ๋ธ ๋ถˆ๋Ÿฌ์˜ค๊ธฐ ์†๋„๋ฅผ ๋†’์ž…๋‹ˆ๋‹ค. +- [`transformers`](https://huggingface.co/docs/transformers/index)๋Š” [Stable Diffusion](https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/overview)๊ณผ ๊ฐ™์ด ๊ฐ€์žฅ ๋„๋ฆฌ ์‚ฌ์šฉ๋˜๋Š” ํ™•์‚ฐ ๋ชจ๋ธ์„ ์‹คํ–‰ํ•˜๊ธฐ ์œ„ํ•ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. + +## DiffusionPipeline + +[`DiffusionPipeline`]์€ ์ถ”๋ก ์„ ์œ„ํ•ด ์‚ฌ์ „ํ•™์Šต๋œ ํ™•์‚ฐ ์‹œ์Šคํ…œ์„ ์‚ฌ์šฉํ•˜๋Š” ๊ฐ€์žฅ ์‰ฌ์šด ๋ฐฉ๋ฒ•์ž…๋‹ˆ๋‹ค. ๋‹ค์–‘ํ•œ ์–‘์‹์˜ ๋งŽ์€ ์ž‘์—…์— [`DiffusionPipeline`]์„ ๋ฐ”๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ง€์›๋˜๋Š” ์ž‘์—…์€ ์•„๋ž˜์˜ ํ‘œ๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”: + +| **Task** | **Description** | **Pipeline** +|------------------------------|--------------------------------------------------------------------------------------------------------------|-----------------| +| Unconditional Image Generation | ๊ฐ€์šฐ์‹œ์•ˆ ๋…ธ์ด์ฆˆ์—์„œ ์ด๋ฏธ์ง€ ์ƒ์„ฑ | [unconditional_image_generation](./using-diffusers/unconditional_image_generation`) | +| Text-Guided Image Generation | ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ๋กœ ์ด๋ฏธ์ง€ ์ƒ์„ฑ | [conditional_image_generation](./using-diffusers/conditional_image_generation) | +| Text-Guided Image-to-Image Translation | ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ์— ๋”ฐ๋ผ ์ด๋ฏธ์ง€ ์กฐ์ • | [img2img](./using-diffusers/img2img) | +| Text-Guided Image-Inpainting | ๋งˆ์Šคํฌ ๋ฐ ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ๊ฐ€ ์ฃผ์–ด์ง„ ์ด๋ฏธ์ง€์˜ ๋งˆ์Šคํ‚น๋œ ๋ถ€๋ถ„์„ ์ฑ„์šฐ๊ธฐ | [inpaint](./using-diffusers/inpaint) | +| Text-Guided Depth-to-Image Translation | ๊นŠ์ด ์ถ”์ •์„ ํ†ตํ•ด ๊ตฌ์กฐ๋ฅผ ์œ ์ง€ํ•˜๋ฉด์„œ ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ์— ๋”ฐ๋ผ ์ด๋ฏธ์ง€์˜ ์ผ๋ถ€๋ฅผ ์กฐ์ • | [depth2image](./using-diffusers/depth2image) | + +ํ™•์‚ฐ ํŒŒ์ดํ”„๋ผ์ธ์ด ๋‹ค์–‘ํ•œ ์ž‘์—…์— ๋Œ€ํ•ด ์–ด๋–ป๊ฒŒ ์ž‘๋™ํ•˜๋Š”์ง€๋Š” [**Using Diffusers**](./using-diffusers/overview)๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”. + +์˜ˆ๋ฅผ๋“ค์–ด, [`DiffusionPipeline`] ์ธ์Šคํ„ด์Šค๋ฅผ ์ƒ์„ฑํ•˜์—ฌ ์‹œ์ž‘ํ•˜๊ณ , ๋‹ค์šด๋กœ๋“œํ•˜๋ ค๋Š” ํŒŒ์ดํ”„๋ผ์ธ ์ฒดํฌํฌ์ธํŠธ๋ฅผ ์ง€์ •ํ•ฉ๋‹ˆ๋‹ค. +๋ชจ๋“  [Diffusers' checkpoint](https://huggingface.co/models?library=diffusers&sort=downloads)์— ๋Œ€ํ•ด [`DiffusionPipeline`]์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. +ํ•˜์ง€๋งŒ, ์ด ๊ฐ€์ด๋“œ์—์„œ๋Š” [Stable Diffusion](https://huggingface.co/CompVis/stable-diffusion)์„ ์‚ฌ์šฉํ•˜์—ฌ text-to-image๋ฅผ ํ•˜๋Š”๋ฐ [`DiffusionPipeline`]์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค. + +[Stable Diffusion](https://huggingface.co/CompVis/stable-diffusion) ๊ธฐ๋ฐ˜ ๋ชจ๋ธ์„ ์‹คํ–‰ํ•˜๊ธฐ ์ „์— [license](https://huggingface.co/spaces/CompVis/stable-diffusion-license)๋ฅผ ์ฃผ์˜ ๊นŠ๊ฒŒ ์ฝ์œผ์„ธ์š”. +์ด๋Š” ๋ชจ๋ธ์˜ ํ–ฅ์ƒ๋œ ์ด๋ฏธ์ง€ ์ƒ์„ฑ ๊ธฐ๋Šฅ๊ณผ ์ด๊ฒƒ์œผ๋กœ ์ƒ์„ฑ๋  ์ˆ˜ ์žˆ๋Š” ์œ ํ•ดํ•œ ์ฝ˜ํ…์ธ  ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค. ์„ ํƒํ•œ Stable Diffusion ๋ชจ๋ธ(*์˜ˆ*: [`runwayml/stable-diffusion-v1-5`](https://huggingface.co/runwayml/stable-diffusion-v1-5))๋กœ ์ด๋™ํ•˜์—ฌ ๋ผ์ด์„ผ์Šค๋ฅผ ์ฝ์œผ์„ธ์š”. + +๋‹ค์Œ๊ณผ ๊ฐ™์ด ๋ชจ๋ธ์„ ๋กœ๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: + +```python +>>> from diffusers import DiffusionPipeline + +>>> pipeline = DiffusionPipeline.from_pretrained("runwayml/stable-diffusion-v1-5") +``` + +[`DiffusionPipeline`]์€ ๋ชจ๋“  ๋ชจ๋ธ๋ง, ํ† ํฐํ™” ๋ฐ ์Šค์ผ€์ค„๋ง ๊ตฌ์„ฑ์š”์†Œ๋ฅผ ๋‹ค์šด๋กœ๋“œํ•˜๊ณ  ์บ์‹œํ•ฉ๋‹ˆ๋‹ค. +๋ชจ๋ธ์€ ์•ฝ 14์–ต๊ฐœ์˜ ๋งค๊ฐœ๋ณ€์ˆ˜๋กœ ๊ตฌ์„ฑ๋˜์–ด ์žˆ์œผ๋ฏ€๋กœ GPU์—์„œ ์‹คํ–‰ํ•˜๋Š” ๊ฒƒ์ด ์ข‹์Šต๋‹ˆ๋‹ค. +PyTorch์—์„œ์™€ ๋งˆ์ฐฌ๊ฐ€์ง€๋กœ ์ƒ์„ฑ๊ธฐ ๊ฐ์ฒด๋ฅผ GPU๋กœ ์˜ฎ๊ธธ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. + +```python +>>> pipeline.to("cuda") +``` + +์ด์ œ `pipeline`์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: + +```python +>>> image = pipeline("An image of a squirrel in Picasso style").images[0] +``` + +์ถœ๋ ฅ์€ ๊ธฐ๋ณธ์ ์œผ๋กœ [PIL Image object](https://pillow.readthedocs.io/en/stable/reference/Image.html?highlight=image#the-image-class)๋กœ ๋ž˜ํ•‘๋ฉ๋‹ˆ๋‹ค. + +๋‹ค์Œ๊ณผ ๊ฐ™์ด ํ•จ์ˆ˜๋ฅผ ํ˜ธ์ถœํ•˜์—ฌ ์ด๋ฏธ์ง€๋ฅผ ์ €์žฅํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: + +```python +>>> image.save("image_of_squirrel_painting.png") +``` + +**์ฐธ๊ณ **: ๋‹ค์Œ์„ ํ†ตํ•ด ๊ฐ€์ค‘์น˜๋ฅผ ๋‹ค์šด๋กœ๋“œํ•˜์—ฌ ๋กœ์ปฌ์—์„œ ํŒŒ์ดํ”„๋ผ์ธ์„ ์‚ฌ์šฉํ•  ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค: + +``` +git lfs install +git clone https://huggingface.co/runwayml/stable-diffusion-v1-5 +``` + +๊ทธ๋ฆฌ๊ณ  ์ €์žฅ๋œ ๊ฐ€์ค‘์น˜๋ฅผ ํŒŒ์ดํ”„๋ผ์ธ์— ๋ถˆ๋Ÿฌ์˜ต๋‹ˆ๋‹ค. + +```python +>>> pipeline = DiffusionPipeline.from_pretrained("./stable-diffusion-v1-5") +``` + +ํŒŒ์ดํ”„๋ผ์ธ ์‹คํ–‰์€ ๋™์ผํ•œ ๋ชจ๋ธ ์•„ํ‚คํ…์ฒ˜์ด๋ฏ€๋กœ ์œ„์˜ ์ฝ”๋“œ์™€ ๋™์ผํ•ฉ๋‹ˆ๋‹ค. + +```python +>>> generator.to("cuda") +>>> image = generator("An image of a squirrel in Picasso style").images[0] +>>> image.save("image_of_squirrel_painting.png") +``` + +ํ™•์‚ฐ ์‹œ์Šคํ…œ์€ ๊ฐ๊ฐ ์žฅ์ ์ด ์žˆ๋Š” ์—ฌ๋Ÿฌ ๋‹ค๋ฅธ [schedulers](./api/schedulers/overview)์™€ ํ•จ๊ป˜ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๊ธฐ๋ณธ์ ์œผ๋กœ Stable Diffusion์€ `PNDMScheduler`๋กœ ์‹คํ–‰๋˜์ง€๋งŒ ๋‹ค๋ฅธ ์Šค์ผ€์ค„๋Ÿฌ๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ•์€ ๋งค์šฐ ๊ฐ„๋‹จํ•ฉ๋‹ˆ๋‹ค. *์˜ˆ* [`EulerDiscreteScheduler`] ์Šค์ผ€์ค„๋Ÿฌ๋ฅผ ์‚ฌ์šฉํ•˜๋ ค๋Š” ๊ฒฝ์šฐ, ๋‹ค์Œ๊ณผ ๊ฐ™์ด ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค: + +```python +>>> from diffusers import EulerDiscreteScheduler + +>>> pipeline = StableDiffusionPipeline.from_pretrained("runwayml/stable-diffusion-v1-5") + +>>> # change scheduler to Euler +>>> pipeline.scheduler = EulerDiscreteScheduler.from_config(pipeline.scheduler.config) +``` + +์Šค์ผ€์ค„๋Ÿฌ ๋ณ€๊ฒฝ ๋ฐฉ๋ฒ•์— ๋Œ€ํ•œ ์ž์„ธํ•œ ๋‚ด์šฉ์€ [Using Schedulers](./using-diffusers/schedulers) ๊ฐ€์ด๋“œ๋ฅผ ์ฐธ๊ณ ํ•˜์„ธ์š”. + +[Stability AI's](https://stability.ai/)์˜ Stable Diffusion ๋ชจ๋ธ์€ ์ธ์ƒ์ ์ธ ์ด๋ฏธ์ง€ ์ƒ์„ฑ ๋ชจ๋ธ์ด๋ฉฐ ํ…์ŠคํŠธ์—์„œ ์ด๋ฏธ์ง€๋ฅผ ์ƒ์„ฑํ•˜๋Š” ๊ฒƒ๋ณด๋‹ค ํ›จ์”ฌ ๋” ๋งŽ์€ ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์šฐ๋ฆฌ๋Š” Stable Diffusion๋งŒ์„ ์œ„ํ•œ ์ „์ฒด ๋ฌธ์„œ ํŽ˜์ด์ง€๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค [link](./conceptual/stable_diffusion). + +๋งŒ์•ฝ ๋” ์ ์€ ๋ฉ”๋ชจ๋ฆฌ, ๋” ๋†’์€ ์ถ”๋ก  ์†๋„, Mac๊ณผ ๊ฐ™์€ ํŠน์ • ํ•˜๋“œ์›จ์–ด ๋˜๋Š” ONNX ๋Ÿฐํƒ€์ž„์—์„œ ์‹คํ–‰๋˜๋„๋ก Stable Diffusion์„ ์ตœ์ ํ™”ํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ์•Œ๊ณ  ์‹ถ๋‹ค๋ฉด ์ตœ์ ํ™” ํŽ˜์ด์ง€๋ฅผ ์‚ดํŽด๋ณด์„ธ์š”: + +- [Optimized PyTorch on GPU](./optimization/fp16) +- [Mac OS with PyTorch](./optimization/mps) +- [ONNX](./optimization/onnx) +- [OpenVINO](./optimization/open_vino) + +ํ™•์‚ฐ ๋ชจ๋ธ์„ ๋ฏธ์„ธ์กฐ์ •ํ•˜๊ฑฐ๋‚˜ ํ•™์Šต์‹œํ‚ค๋ ค๋ฉด, [**training section**](./training/overview)์„ ์‚ดํŽด๋ณด์„ธ์š”. + +๋งˆ์ง€๋ง‰์œผ๋กœ, ์ƒ์„ฑ๋œ ์ด๋ฏธ์ง€๋ฅผ ๊ณต๊ฐœ์ ์œผ๋กœ ๋ฐฐํฌํ•  ๋•Œ ์‹ ์ค‘์„ ๊ธฐํ•ด ์ฃผ์„ธ์š” ๐Ÿค—. \ No newline at end of file