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70 changes: 45 additions & 25 deletions README.es.md
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Expand Up @@ -81,31 +81,51 @@ Para detalles de despliegue, consulta la [Guía Enterprise](/documentation/exper

### Compatibilidad de arquitectura de modelos

| Modelo | Parámetros | PEFT LoRA | Lycoris | Full-Rank | ControlNet | Cuantización | Flow Matching | Codificadores de texto |
|--------|------------|-----------|---------|-----------|------------|--------------|---------------|------------------------|
| **Stable Diffusion XL** | 3.5B | ✓ | ✓ | ✓ | ✓ | int8/nf4 | ✗ | CLIP-L/G |
| **Stable Diffusion 3** | 2B-8B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L/G + T5-XXL |
| **Flux.1** | 12B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L + T5-XXL |
| **Flux.2** | 32B | ✓ | ✓ | ✓* | ✗ | int8/fp8/nf4 | ✓ | Mistral-3 Small |
| **Ideogram 4** | 9B | ✓ | ✓ | ✓* | ✗ | fp8/nf4 | ✓ | Qwen3-VL |
| **ACE-Step** | 3.5B | ✓ | ✓ | ✓* | ✗ | int8 | ✓ | UMT5 |
| **HeartMuLa** | 3B | ✓ | ✓ | ✓* | ✗ | int8 | ✗ | Ninguno |
| **Chroma 1** | 8.9B | ✓ | ✓ | ✓* | ✗ | int8/fp8/nf4 | ✓ | T5-XXL |
| **Auraflow** | 6.8B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | UMT5-XXL |
| **PixArt Sigma** | 0.6B-0.9B | ✗ | ✓ | ✓ | ✓ | int8 | ✗ | T5-XXL |
| **Sana** | 0.6B-4.8B | ✗ | ✓ | ✓ | ✗ | int8 | ✓ | Gemma2-2B |
| **Lumina2** | 2B | ✓ | ✓ | ✓ | ✗ | int8 | ✓ | Gemma2 |
| **Kwai Kolors** | 5B | ✓ | ✓ | ✓ | ✗ | ✗ | ✗ | ChatGLM-6B |
| **LTX Video** | 5B | ✓ | ✓ | ✓ | ✗ | int8/fp8 | ✓ | T5-XXL |
| **LTX Video 2** | 19B | ✓ | ✓ | ✓* | ✗ | int8/fp8 | ✓ | Gemma3 |
| **Wan Video** | 1.3B-14B | ✓ | ✓ | ✓* | ✗ | int8 | ✓ | UMT5 |
| **HiDream** | 17B (8.5B MoE) | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L + T5-XXL + Llama |
| **Cosmos2** | 2B-14B | ✗ | ✓ | ✓ | ✗ | int8 | ✓ | T5-XXL |
| **OmniGen** | 3.8B | ✓ | ✓ | ✓ | ✗ | int8/fp8 | ✓ | T5-XXL |
| **Qwen Image** | 20B | ✓ | ✓ | ✓* | ✗ | int8/nf4 (req.) | ✓ | T5-XXL |
| **SD 1.x/2.x (Legacy)** | 0.9B | ✓ | ✓ | ✓ | ✓ | int8/nf4 | ✗ | CLIP-L |

*✓ = Compatible, ✗ = No compatible, * = Requiere DeepSpeed para entrenamiento full-rank*
SimpleTuner es compatible con las siguientes familias de modelos. El soporte detallado de funciones de entrenamiento está en la [Guía Quickstart](/documentation/QUICKSTART.es.md).

| Modelo | Parámetros | Licencia | Uso comercial |
| --- | --- | --- | --- |
| **ACE-Step** | 3.5B | Apache-2.0 | Sí |
| **Anima** | No especificado | CircleStone Labs Non-Commercial License v1.2 | No (modelo); salidas permitidas |
| **Auraflow** | 6B | Apache-2.0 | Sí |
| **Boogu-Image** | No especificado | Apache-2.0 | Sí |
| **Chroma 1** | 8.9B | Apache-2.0 | Sí |
| **Cosmos2** | 2B-14B | NVIDIA Open Model License | Sí |
| **Cosmos3** | 16B-65B | OpenMDW-1.1 | Sí |
| **DeepFloyd IF** | 0.4B-4.3B stages | DeepFloyd IF License | Abandonware |
| **ERNIE-Image** | No especificado | Apache-2.0 | Sí |
| **Flux.1** | 8B-12B | Apache-2.0 (schnell); FLUX.1 [dev] Non-Commercial License (dev/Kontext) | Mixto por checkpoint |
| **Flux.2** | 4B-32B | Apache-2.0 (klein 4B); FLUX Non-Commercial License (dev/klein 9B) | Mixto por checkpoint |
| **HeartMuLa** | 3B | No especificada en SimpleTuner | Ver términos upstream |
| **HiDream** | 17B (8.5B MoE) | MIT | Sí |
| **Hunyuan Video** | 8.3B | AGPL-3.0 | Sí (copyleft) |
| **Ideogram 4** | 9B | Ideogram 4 Non-Commercial | No |
| **Kandinsky 5.0 Image** | 6B (lite) | MIT | Sí |
| **Kandinsky 5.0 Video** | 2B lite, 19B pro | MIT | Sí |
| **Kwai Kolors** | 2.7B | Apache-2.0 | Abandonware |
| **Krea2** | No especificado | Krea 2 Community License | Sí (menos de $1M en ingresos; salvaguardas requeridas) |
| **LongCat Image** | 6B | Apache-2.0 | Sí |
| **LongCat Video** | 13.6B | MIT | Sí |
| **LTX Video** | ~2.5B | Apache-2.0 | Sí |
| **LTX Video 2** | 19B | Apache-2.0 | Sí |
| **Lumina2** | 2B | Apache-2.0 | Sí |
| **Mage-Flow** | 4B | MIT | Sí |
| **OmniGen** | 3.8B | MIT | Sí |
| **PixArt Sigma** | 0.6B-0.9B | OpenRAIL++ | Sí (restringido) |
| **Qwen Image** | 20B | Apache-2.0 | Sí |
| **Sana** | 0.6B-4.8B | Apache-2.0 | Sí |
| **Sana Video** | 2B | Apache-2.0 | Sí |
| **SD 1.x/2.x (Legacy)** | 0.9B | OpenRAIL++ | Sí (restringido) |
| **Stable Diffusion 3** | 2B-8B | Stability AI Community License | Sí (menos de $1M en ingresos) |
| **Stable Diffusion XL** | 3.5B | CreativeML OpenRAIL-M | Sí (restringido) |
| **Stable Cascade (Stage C)** | 1B, 3.6B prior | No especificada en SimpleTuner | Abandonware |
| **Wan Video** | 1.3B-14B | Apache-2.0 | Sí |
| **Wan S2V** | 14B | Apache-2.0 | Sí |
| **Z-Image** | 6B | Apache-2.0 | Sí |
| **Z-Image Omni** | 6B | Apache-2.0 | Sí |
| **ZLab I1** | 3B | MIT | Sí |

*Los valores de licencia se toman de los helpers de modelos de SimpleTuner cuando están disponibles y de las tarjetas/licencias upstream para entradas que antes no estaban especificadas. `No especificada en SimpleTuner` significa que el helper no nombra una licencia y aquí no se resume ningún término upstream; revisa la tarjeta del modelo upstream antes de usarlo.*

### Técnicas avanzadas de entrenamiento

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70 changes: 45 additions & 25 deletions README.hi.md
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Expand Up @@ -81,31 +81,51 @@ SimpleTuner एक पूर्ण मल्टी‑यूज़र प्र

### मॉडल आर्किटेक्चर समर्थन {#model-architecture-support}

| मॉडल | पैरामीटर | PEFT LoRA | Lycoris | फुल-रैंक | ControlNet | क्वांटाइज़ेशन | फ्लो मैचिंग | टेक्स्ट एन्कोडर |
|-------|------------|-----------|---------|-----------|------------|--------------|---------------|---------------|
| **Stable Diffusion XL** | 3.5B | ✓ | ✓ | ✓ | ✓ | int8/nf4 | ✗ | CLIP-L/G |
| **Stable Diffusion 3** | 2B-8B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L/G + T5-XXL |
| **Flux.1** | 12B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L + T5-XXL |
| **Flux.2** | 32B | ✓ | ✓ | ✓* | ✗ | int8/fp8/nf4 | ✓ | Mistral-3 Small |
| **Ideogram 4** | 9B | ✓ | ✓ | ✓* | ✗ | fp8/nf4 | ✓ | Qwen3-VL |
| **ACE-Step** | 3.5B | ✓ | ✓ | ✓* | ✗ | int8 | ✓ | UMT5 |
| **HeartMuLa** | 3B | ✓ | ✓ | ✓* | ✗ | int8 | ✗ | कोई नहीं |
| **Chroma 1** | 8.9B | ✓ | ✓ | ✓* | ✗ | int8/fp8/nf4 | ✓ | T5-XXL |
| **Auraflow** | 6.8B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | UMT5-XXL |
| **PixArt Sigma** | 0.6B-0.9B | ✗ | ✓ | ✓ | ✓ | int8 | ✗ | T5-XXL |
| **Sana** | 0.6B-4.8B | ✗ | ✓ | ✓ | ✗ | int8 | ✓ | Gemma2-2B |
| **Lumina2** | 2B | ✓ | ✓ | ✓ | ✗ | int8 | ✓ | Gemma2 |
| **Kwai Kolors** | 5B | ✓ | ✓ | ✓ | ✗ | ✗ | ✗ | ChatGLM-6B |
| **LTX Video** | 5B | ✓ | ✓ | ✓ | ✗ | int8/fp8 | ✓ | T5-XXL |
| **LTX Video 2** | 19B | ✓ | ✓ | ✓* | ✗ | int8/fp8 | ✓ | Gemma3 |
| **Wan Video** | 1.3B-14B | ✓ | ✓ | ✓* | ✗ | int8 | ✓ | UMT5 |
| **HiDream** | 17B (8.5B MoE) | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L + T5-XXL + Llama |
| **Cosmos2** | 2B-14B | ✗ | ✓ | ✓ | ✗ | int8 | ✓ | T5-XXL |
| **OmniGen** | 3.8B | ✓ | ✓ | ✓ | ✗ | int8/fp8 | ✓ | T5-XXL |
| **Qwen Image** | 20B | ✓ | ✓ | ✓* | ✗ | int8/nf4 (req.) | ✓ | T5-XXL |
| **SD 1.x/2.x (Legacy)** | 0.9B | ✓ | ✓ | ✓ | ✓ | int8/nf4 | ✗ | CLIP-L |

*✓ = समर्थित, ✗ = समर्थित नहीं, * = फुल‑रैंक प्रशिक्षण के लिए DeepSpeed आवश्यक*
SimpleTuner निम्नलिखित मॉडल families का समर्थन करता है। विस्तृत training feature समर्थन [Quickstart Guide](/documentation/QUICKSTART.hi.md) में है।

| मॉडल | पैरामीटर | लाइसेंस | व्यावसायिक उपयोग |
| --- | --- | --- | --- |
| **ACE-Step** | 3.5B | Apache-2.0 | हाँ |
| **Anima** | निर्दिष्ट नहीं | CircleStone Labs Non-Commercial License v1.2 | नहीं (मॉडल); outputs अनुमत |
| **Auraflow** | 6B | Apache-2.0 | हाँ |
| **Boogu-Image** | निर्दिष्ट नहीं | Apache-2.0 | हाँ |
| **Chroma 1** | 8.9B | Apache-2.0 | हाँ |
| **Cosmos2** | 2B-14B | NVIDIA Open Model License | हाँ |
| **Cosmos3** | 16B-65B | OpenMDW-1.1 | हाँ |
| **DeepFloyd IF** | 0.4B-4.3B stages | DeepFloyd IF License | Abandonware |
| **ERNIE-Image** | निर्दिष्ट नहीं | Apache-2.0 | हाँ |
| **Flux.1** | 8B-12B | Apache-2.0 (schnell); FLUX.1 [dev] Non-Commercial License (dev/Kontext) | checkpoint के अनुसार mixed |
| **Flux.2** | 4B-32B | Apache-2.0 (klein 4B); FLUX Non-Commercial License (dev/klein 9B) | checkpoint के अनुसार mixed |
| **HeartMuLa** | 3B | SimpleTuner में निर्दिष्ट नहीं | upstream शर्तें देखें |
| **HiDream** | 17B (8.5B MoE) | MIT | हाँ |
| **Hunyuan Video** | 8.3B | AGPL-3.0 | हाँ (copyleft) |
| **Ideogram 4** | 9B | Ideogram 4 Non-Commercial | नहीं |
| **Kandinsky 5.0 Image** | 6B (lite) | MIT | हाँ |
| **Kandinsky 5.0 Video** | 2B lite, 19B pro | MIT | हाँ |
| **Kwai Kolors** | 2.7B | Apache-2.0 | Abandonware |
| **Krea2** | निर्दिष्ट नहीं | Krea 2 Community License | हाँ ($1M से कम राजस्व; safeguards आवश्यक) |
| **LongCat Image** | 6B | Apache-2.0 | हाँ |
| **LongCat Video** | 13.6B | MIT | हाँ |
| **LTX Video** | ~2.5B | Apache-2.0 | हाँ |
| **LTX Video 2** | 19B | Apache-2.0 | हाँ |
| **Lumina2** | 2B | Apache-2.0 | हाँ |
| **Mage-Flow** | 4B | MIT | हाँ |
| **OmniGen** | 3.8B | MIT | हाँ |
| **PixArt Sigma** | 0.6B-0.9B | OpenRAIL++ | हाँ (restricted) |
| **Qwen Image** | 20B | Apache-2.0 | हाँ |
| **Sana** | 0.6B-4.8B | Apache-2.0 | हाँ |
| **Sana Video** | 2B | Apache-2.0 | हाँ |
| **SD 1.x/2.x (Legacy)** | 0.9B | OpenRAIL++ | हाँ (restricted) |
| **Stable Diffusion 3** | 2B-8B | Stability AI Community License | हाँ ($1M से कम राजस्व) |
| **Stable Diffusion XL** | 3.5B | CreativeML OpenRAIL-M | हाँ (restricted) |
| **Stable Cascade (Stage C)** | 1B, 3.6B prior | SimpleTuner में निर्दिष्ट नहीं | Abandonware |
| **Wan Video** | 1.3B-14B | Apache-2.0 | हाँ |
| **Wan S2V** | 14B | Apache-2.0 | हाँ |
| **Z-Image** | 6B | Apache-2.0 | हाँ |
| **Z-Image Omni** | 6B | Apache-2.0 | हाँ |
| **ZLab I1** | 3B | MIT | हाँ |

*लाइसेंस मान उपलब्ध होने पर SimpleTuner model helpers से लिए गए हैं, और पहले अनिर्दिष्ट entries के लिए upstream model cards/licenses से। `SimpleTuner में निर्दिष्ट नहीं` का अर्थ है कि helper कोई license name नहीं देता और यहां upstream terms का सार नहीं दिया गया है; उपयोग से पहले upstream model card देखें.*

### उन्नत प्रशिक्षण तकनीकें {#advanced-training-techniques}

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Expand Up @@ -81,31 +81,51 @@ SimpleTunerには、エンタープライズグレードの機能を備えた完

### モデルアーキテクチャサポート

| モデル | パラメータ数 | PEFT LoRA | Lycoris | Full-Rank | ControlNet | 量子化 | Flow Matching | テキストエンコーダー |
|-------|------------|-----------|---------|-----------|------------|--------------|---------------|---------------|
| **Stable Diffusion XL** | 3.5B | ✓ | ✓ | ✓ | ✓ | int8/nf4 | ✗ | CLIP-L/G |
| **Stable Diffusion 3** | 2B-8B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L/G + T5-XXL |
| **Flux.1** | 12B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L + T5-XXL |
| **Flux.2** | 32B | ✓ | ✓ | ✓* | ✗ | int8/fp8/nf4 | ✓ | Mistral-3 Small |
| **Ideogram 4** | 9B | ✓ | ✓ | ✓* | ✗ | fp8/nf4 | ✓ | Qwen3-VL |
| **ACE-Step** | 3.5B | ✓ | ✓ | ✓* | ✗ | int8 | ✓ | UMT5 |
| **HeartMuLa** | 3B | ✓ | ✓ | ✓* | ✗ | int8 | ✗ | なし |
| **Chroma 1** | 8.9B | ✓ | ✓ | ✓* | ✗ | int8/fp8/nf4 | ✓ | T5-XXL |
| **Auraflow** | 6.8B | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | UMT5-XXL |
| **PixArt Sigma** | 0.6B-0.9B | ✗ | ✓ | ✓ | ✓ | int8 | ✗ | T5-XXL |
| **Sana** | 0.6B-4.8B | ✗ | ✓ | ✓ | ✗ | int8 | ✓ | Gemma2-2B |
| **Lumina2** | 2B | ✓ | ✓ | ✓ | ✗ | int8 | ✓ | Gemma2 |
| **Kwai Kolors** | 5B | ✓ | ✓ | ✓ | ✗ | ✗ | ✗ | ChatGLM-6B |
| **LTX Video** | 5B | ✓ | ✓ | ✓ | ✗ | int8/fp8 | ✓ | T5-XXL |
| **LTX Video 2** | 19B | ✓ | ✓ | ✓* | ✗ | int8/fp8 | ✓ | Gemma3 |
| **Wan Video** | 1.3B-14B | ✓ | ✓ | ✓* | ✗ | int8 | ✓ | UMT5 |
| **HiDream** | 17B (8.5B MoE) | ✓ | ✓ | ✓* | ✓ | int8/fp8/nf4 | ✓ | CLIP-L + T5-XXL + Llama |
| **Cosmos2** | 2B-14B | ✗ | ✓ | ✓ | ✗ | int8 | ✓ | T5-XXL |
| **OmniGen** | 3.8B | ✓ | ✓ | ✓ | ✗ | int8/fp8 | ✓ | T5-XXL |
| **Qwen Image** | 20B | ✓ | ✓ | ✓* | ✗ | int8/nf4 (req.) | ✓ | T5-XXL |
| **SD 1.x/2.x (Legacy)** | 0.9B | ✓ | ✓ | ✓ | ✓ | int8/nf4 | ✗ | CLIP-L |

*✓ = サポート, ✗ = 非サポート, * = Full-rankトレーニングにDeepSpeedが必要*
SimpleTunerは以下のモデルファミリーをサポートしています。詳細なトレーニング機能の対応状況は[Quickstartガイド](/documentation/QUICKSTART.ja.md)を参照してください。

| モデル | パラメータ数 | ライセンス | 商用利用 |
| --- | --- | --- | --- |
| **ACE-Step** | 3.5B | Apache-2.0 | 可 |
| **Anima** | 未指定 | CircleStone Labs Non-Commercial License v1.2 | 不可(モデル);出力は可 |
| **Auraflow** | 6B | Apache-2.0 | 可 |
| **Boogu-Image** | 未指定 | Apache-2.0 | 可 |
| **Chroma 1** | 8.9B | Apache-2.0 | 可 |
| **Cosmos2** | 2B-14B | NVIDIA Open Model License | 可 |
| **Cosmos3** | 16B-65B | OpenMDW-1.1 | 可 |
| **DeepFloyd IF** | 0.4B-4.3B stages | DeepFloyd IF License | Abandonware |
| **ERNIE-Image** | 未指定 | Apache-2.0 | 可 |
| **Flux.1** | 8B-12B | Apache-2.0 (schnell); FLUX.1 [dev] Non-Commercial License (dev/Kontext) | checkpointごとに異なる |
| **Flux.2** | 4B-32B | Apache-2.0 (klein 4B); FLUX Non-Commercial License (dev/klein 9B) | checkpointごとに異なる |
| **HeartMuLa** | 3B | SimpleTunerでは未指定 | 上流の条件を確認 |
| **HiDream** | 17B (8.5B MoE) | MIT | 可 |
| **Hunyuan Video** | 8.3B | AGPL-3.0 | 可(copyleft) |
| **Ideogram 4** | 9B | Ideogram 4 Non-Commercial | 不可 |
| **Kandinsky 5.0 Image** | 6B (lite) | MIT | 可 |
| **Kandinsky 5.0 Video** | 2B lite, 19B pro | MIT | 可 |
| **Kwai Kolors** | 2.7B | Apache-2.0 | Abandonware |
| **Krea2** | 未指定 | Krea 2 Community License | 可(年収100万米ドル未満;安全対策必須) |
| **LongCat Image** | 6B | Apache-2.0 | 可 |
| **LongCat Video** | 13.6B | MIT | 可 |
| **LTX Video** | ~2.5B | Apache-2.0 | 可 |
| **LTX Video 2** | 19B | Apache-2.0 | 可 |
| **Lumina2** | 2B | Apache-2.0 | 可 |
| **Mage-Flow** | 4B | MIT | 可 |
| **OmniGen** | 3.8B | MIT | 可 |
| **PixArt Sigma** | 0.6B-0.9B | OpenRAIL++ | 可(制限あり) |
| **Qwen Image** | 20B | Apache-2.0 | 可 |
| **Sana** | 0.6B-4.8B | Apache-2.0 | 可 |
| **Sana Video** | 2B | Apache-2.0 | 可 |
| **SD 1.x/2.x (Legacy)** | 0.9B | OpenRAIL++ | 可(制限あり) |
| **Stable Diffusion 3** | 2B-8B | Stability AI Community License | 可(年収100万米ドル未満) |
| **Stable Diffusion XL** | 3.5B | CreativeML OpenRAIL-M | 可(制限あり) |
| **Stable Cascade (Stage C)** | 1B, 3.6B prior | SimpleTunerでは未指定 | Abandonware |
| **Wan Video** | 1.3B-14B | Apache-2.0 | 可 |
| **Wan S2V** | 14B | Apache-2.0 | 可 |
| **Z-Image** | 6B | Apache-2.0 | 可 |
| **Z-Image Omni** | 6B | Apache-2.0 | 可 |
| **ZLab I1** | 3B | MIT | 可 |

*ライセンス値は、利用可能な場合はSimpleTunerのモデルヘルパーから、以前未指定だった項目は上流のモデルカード/ライセンスから取得しています。`SimpleTunerでは未指定`は、ヘルパーがライセンス名を持たず、ここでも上流条件を要約していないことを意味します。使用前に上流モデルカードを確認してください。*

### 高度なトレーニング技術

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