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fix(pricing): remove extra pipe chars breaking Ideogram and Krea heading rendering #1304

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f3fa67d
docs: add MLX FAQ entry to system requirements page
lin-bot23 Jul 20, 2026
c3ef313
docs: add MLX FAQ translations for ja/zh/ko
lin-bot23 Jul 21, 2026
ff84179
docs: correct MLX description - remove 'research purposes', identify …
lin-bot23 Jul 21, 2026
b843c27
fix pricing: remove extra pipe chars breaking Ideogram and Krea headi…
lin-bot23 Jul 21, 2026
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11 changes: 11 additions & 0 deletions installation/system_requirements.mdx
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Expand Up @@ -66,4 +66,15 @@ Please refer to the manual installation section for detailed installation steps.

## FAQ

<Accordion title="Does ComfyUI support MLX (Apple's machine learning framework)?">
ComfyUI does not use MLX directly. On Apple Silicon (M1/M2/M3/M4) Macs, ComfyUI uses PyTorch with the **MPS (Metal Performance Shaders)** backend, which leverages Apple's Metal graphics framework for GPU acceleration.

MLX is a separate machine-learning array framework designed for Apple Silicon. ComfyUI's PyTorch-based architecture uses MPS instead.

@coderabbitai coderabbitai Bot Jul 21, 2026

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📐 Maintainability & Code Quality | 🔵 Trivial | 💤 Low value

Remove the hyphen in "machine-learning" for consistency.

A hyphen here is quite a fright, remove it so the text is right! It matches the title up above, for a consistency that we love. Let's make "machine learning" uniform across the page like a spell cast by a mischievous sage.

✨ Proposed fix to banish the hyphen 
-MLX is a separate machine-learning array framework designed for Apple Silicon. ComfyUI's PyTorch-based architecture uses MPS instead.
+MLX is a separate machine learning array framework designed for Apple Silicon. ComfyUI's PyTorch-based architecture uses MPS instead.
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
MLX is a separate machine-learning array framework designed for Apple Silicon. ComfyUI's PyTorch-based architecture uses MPS instead.
MLX is a separate machine learning array framework designed for Apple Silicon. ComfyUI's PyTorch-based architecture uses MPS instead.
🤖 Prompt for AI Agents 
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@installation/system_requirements.mdx` at line 72, Update the MLX description
text to use “machine learning” without a hyphen, preserving the rest of the
sentence unchanged.


To verify MPS is working on your Mac:
```bash
python -c "import torch; print(torch.backends.mps.is_available())"
```
</Accordion>

<DockerNotice />
13 changes: 12 additions & 1 deletion ja/installation/system_requirements.mdx
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Expand Up @@ -3,7 +3,7 @@ title: "システム要件"
description: "ComfyUIをインストールして実行するためのハードウェアとソフトウェアの要件"
sidebarTitle: "システム要件"
icon: "computer"
translationSourceHash: db65e98b
translationSourceHash: 9a71d8f9
translationFrom: installation/system_requirements.mdx
---

Expand Down Expand Up @@ -68,4 +68,15 @@ Windows ポータブル版には現在、Python 3.13 と PyTorch CUDA 13.0 が

## よくある質問

<Accordion title="ComfyUIはMLX（Appleの機械学習フレームワーク）をサポートしていますか？">
ComfyUIはMLXを直接使用しません。Apple Silicon（M1/M2/M3/M4）Macでは、PyTorchの **MPS（Metal Performance Shaders）** バックエンドを使用して、AppleのMetalグラフィックスフレームワークによるGPUアクセラレーションを活用します。

MLXはApple Silicon向けに設計された独立した機械学習配列フレームワークです。ComfyUIのPyTorchベースのアーキテクチャでは、代わりにMPSを使用しています。

お使いのMacでMPSが動作していることを確認するには：
```bash
python -c "import torch; print(torch.backends.mps.is_available())"
```
</Accordion>

<DockerNotice />
26 changes: 13 additions & 13 deletions ja/tutorials/partner-nodes/pricing.mdx
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Expand Up @@ -435,19 +435,19 @@ Seedream 5.0 Proは解像度に基づく課金を使用します: **1K** (≤2.3
| 12–24MP | 16.88 |
| 24–34MP | 31.65 |
|
|## Ideogram
|
|| ノード | ターボ | キャラクター参照 | レンダリング速度 | クレジット / 画像 |
|| :----------- | :----- | :--------------- | :--------------- | :---------------- |
|| Ideogram V1 | なし | — | — | 18.1 |
|| Ideogram V1 | あり | — | — | 6.03 |
|| Ideogram V2 | なし | — | — | 24.14 |
|| Ideogram V2 | あり | — | — | 15.09 |
|| Ideogram V4 | — | — | TURBO | 9.05 |
|| Ideogram V4 | — | — | DEFAULT | 18.1 |
|| Ideogram V4 | — | — | QUALITY | 30.17 |
|
|## Krea
## Ideogram

| ノード | ターボ | キャラクター参照 | レンダリング速度 | クレジット / 画像 |
| :----------- | :----- | :--------------- | :--------------- | :---------------- |
| Ideogram V1 | なし | — | — | 18.1 |
| Ideogram V1 | あり | — | — | 6.03 |
| Ideogram V2 | なし | — | — | 24.14 |
| Ideogram V2 | あり | — | — | 15.09 |
| Ideogram V4 | — | — | TURBO | 9.05 |
| Ideogram V4 | — | — | DEFAULT | 18.1 |
| Ideogram V4 | — | — | QUALITY | 30.17 |

## Krea

| モデル | スタイル参照 | ムードボード | クレジット/実行 |
| :----- | :---------- | :----------- | :------------- |
Expand Down
13 changes: 12 additions & 1 deletion ko/installation/system_requirements.mdx
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Expand Up @@ -3,7 +3,7 @@ title: "시스템 요구사항"
description: "ComfyUI 설치 및 실행을 위한 하드웨어 및 소프트웨어 요구 사항."
sidebarTitle: "시스템 요구사항"
icon: "computer"
translationSourceHash: db65e98b
translationSourceHash: 9a71d8f9
translationFrom: installation/system_requirements.mdx
---

Expand Down Expand Up @@ -68,4 +68,15 @@ PyTorch 2.4 이상도 지원되지만, 일부 기능과 최적화는 최신 버

## 자주 묻는 질문

<Accordion title="ComfyUI가 MLX(Apple의 머신러닝 프레임워크)를 지원하나요?">
ComfyUI는 MLX를 직접 사용하지 않습니다. Apple Silicon(M1/M2/M3/M4) Mac에서 ComfyUI는 PyTorch의 **MPS(Metal Performance Shaders)** 백엔드를 사용하여 Apple의 Metal 그래픽스 프레임워크로 GPU 가속을 활용합니다.

MLX는 Apple Silicon을 위해 설계된 별도의 머신러닝 배열 프레임워크입니다. ComfyUI의 PyTorch 기반 아키텍처는 MPS를 대신 사용합니다.

Mac에서 MPS가 정상 작동하는지 확인하려면:
```bash
python -c "import torch; print(torch.backends.mps.is_available())"
```
</Accordion>

<DockerNotice />
26 changes: 13 additions & 13 deletions ko/tutorials/partner-nodes/pricing.mdx
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Expand Up @@ -435,19 +435,19 @@ Seedream 5.0 Pro는 해상도 기반 요금제를 사용합니다: **1K** (≤2.
| 12–24MP | 16.88 |
| 24–34MP | 31.65 |
|
|## Ideogram
|
|| 노드 | 터보 | 캐릭터 참조 | 렌더링 속도 | 이미지당 크레딧 |
|| :--- | :--- | :---------- | :---------- | :-------------- |
|| Ideogram V1 | 거짓 | — | — | 18.1 |
|| Ideogram V1 | 참 | — | — | 6.03 |
|| Ideogram V2 | 거짓 | — | — | 24.14 |
|| Ideogram V2 | 참 | — | — | 15.09 |
|| Ideogram V4 | — | — | TURBO | 9.05 |
|| Ideogram V4 | — | — | DEFAULT | 18.1 |
|| Ideogram V4 | — | — | QUALITY | 30.17 |
|
|## Krea
## Ideogram

| 노드 | 터보 | 캐릭터 참조 | 렌더링 속도 | 이미지당 크레딧 |
| :--- | :--- | :---------- | :---------- | :-------------- |
| Ideogram V1 | 거짓 | — | — | 18.1 |
| Ideogram V1 | 참 | — | — | 6.03 |
| Ideogram V2 | 거짓 | — | — | 24.14 |
| Ideogram V2 | 참 | — | — | 15.09 |
| Ideogram V4 | — | — | TURBO | 9.05 |
| Ideogram V4 | — | — | DEFAULT | 18.1 |
| Ideogram V4 | — | — | QUALITY | 30.17 |

## Krea

| 모델 | 스타일 참조 | 무드보드 | 크레딧/회 |
| :----------------- | :----------- | :------- | :-------- |
Expand Down
26 changes: 13 additions & 13 deletions tutorials/partner-nodes/pricing.mdx
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Expand Up @@ -388,19 +388,19 @@ Total credits = **(credits / sec) × video duration**. Rates depend on input FPS
| 12–24MP | 16.88 |
| 24–34MP | 31.65 |
|
|## Ideogram
|
|| Node | turbo | Character reference | rendering_speed | Credits / image |
|| :---------- | :---- | :------------------ | :-------------- | :-------------- |
|| Ideogram V1 | false | — | — | 18.1 |
|| Ideogram V1 | true | — | — | 6.03 |
|| Ideogram V2 | false | — | — | 24.14 |
|| Ideogram V2 | true | — | — | 15.09 |
|| Ideogram V4 | — | — | TURBO | 9.05 |
|| Ideogram V4 | — | — | DEFAULT | 18.1 |
|| Ideogram V4 | — | — | QUALITY | 30.17 |
|
|## Krea
## Ideogram

| Node | turbo | Character reference | rendering_speed | Credits / image |
| :---------- | :---- | :------------------ | :-------------- | :-------------- |
| Ideogram V1 | false | — | — | 18.1 |
| Ideogram V1 | true | — | — | 6.03 |
| Ideogram V2 | false | — | — | 24.14 |
| Ideogram V2 | true | — | — | 15.09 |
| Ideogram V4 | — | — | TURBO | 9.05 |
| Ideogram V4 | — | — | DEFAULT | 18.1 |
| Ideogram V4 | — | — | QUALITY | 30.17 |

## Krea

| Model | Style reference | Moodboard | Credits / run |
| :------------------ | :-------------- | :-------- | :------------ |
Expand Down
13 changes: 12 additions & 1 deletion zh/installation/system_requirements.mdx
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Expand Up @@ -3,7 +3,7 @@ title: "系统要求"
description: "安装和运行 ComfyUI 的硬件和软件要求"
sidebarTitle: "系统要求"
icon: "computer"
translationSourceHash: db65e98b
translationSourceHash: 9a71d8f9
translationFrom: installation/system_requirements.mdx
---

Expand Down Expand Up @@ -68,4 +68,15 @@ Windows 便携版目前附带 Python 3.13 和 PyTorch CUDA 13.0。如果无法

## 常见问题

<Accordion title="ComfyUI 是否支持 MLX（Apple 的机器学习框架）？">
ComfyUI 不直接使用 MLX。在 Apple Silicon（M1/M2/M3/M4）Mac 上，ComfyUI 使用 PyTorch 的 **MPS（Metal Performance Shaders）** 后端，利用 Apple 的 Metal 图形框架进行 GPU 加速。

MLX 是 Apple 为 Apple Silicon 设计的一个独立的机器学习数组框架。ComfyUI 基于 PyTorch 架构，所以使用 MPS 而非 MLX。

要验证 MPS 是否在你的 Mac 上正常工作：
```bash
python -c "import torch; print(torch.backends.mps.is_available())"
```
</Accordion>

<DockerNotice />
26 changes: 13 additions & 13 deletions zh/tutorials/partner-nodes/pricing.mdx
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Original file line number Diff line number Diff line change
Expand Up @@ -435,19 +435,19 @@ Seedream 5.0 Pro 使用基于分辨率的计费方式：**1K**（≤2.36 MP，
| 12–24MP | 16.88 |
| 24–34MP | 31.65 |
|
|## Ideogram
|
|| 节点 | turbo | 角色参考 | 渲染速度 | 积分/图像 |
|| :------------- | :---- | :------- | :------- | :-------- |
|| Ideogram V1 | 否 | — | — | 18.1 |
|| Ideogram V1 | 是 | — | — | 6.03 |
|| Ideogram V2 | 否 | — | — | 24.14 |
|| Ideogram V2 | 是 | — | — | 15.09 |
|| Ideogram V4 | — | — | TURBO | 9.05 |
|| Ideogram V4 | — | — | DEFAULT | 18.1 |
|| Ideogram V4 | — | — | QUALITY | 30.17 |
|
|## Krea
## Ideogram

| 节点 | turbo | 角色参考 | 渲染速度 | 积分/图像 |
| :------------- | :---- | :------- | :------- | :-------- |
| Ideogram V1 | 否 | — | — | 18.1 |
| Ideogram V1 | 是 | — | — | 6.03 |
| Ideogram V2 | 否 | — | — | 24.14 |
| Ideogram V2 | 是 | — | — | 15.09 |
| Ideogram V4 | — | — | TURBO | 9.05 |
| Ideogram V4 | — | — | DEFAULT | 18.1 |
| Ideogram V4 | — | — | QUALITY | 30.17 |

## Krea

| 模型 | 风格参考 | 灵感板 | 积分/次 |
| :--- | :--- | :--- | :--- |
Expand Down
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