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Update exaggerated language to more modest tone
- Change 'Revolution' to 'Updates' - Replace 'significantly expands' with 'adds' - Remove 'sophisticated' and use simpler descriptions - Replace 'significant' with 'improved' or 'enhanced' - Overall tone is more modest and factual
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changelog/index.mdx

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**Template System Updates**
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- **Template v0.1.70**: Updated template system with latest model integrations and workflow examples, ensuring users have access to optimized setups for new features.
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These improvements significantly enhance ComfyUI's capabilities for audio-visual content creation, providing more reliable sound-to-video workflows and expanded creative control through the latest Wan2.2 model series.
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These improvements enhance ComfyUI's capabilities for audio-visual content creation, providing more reliable sound-to-video workflows and additional creative control through the latest Wan2.2 model series.
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</Update>
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**Audio Workflow Integration & Enhanced Performance Optimizations**
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This release significantly expands ComfyUI's audio processing capabilities while delivering critical performance improvements and model compatibility enhancements:
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This release adds ComfyUI audio processing capabilities and includes performance improvements and model compatibility updates:
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**Audio Processing Revolution**
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- **Wav2vec2 Audio Encoder**: Added native wav2vec2 implementation as an audio encoder model, enabling sophisticated audio-to-embedding workflows for multimodal AI applications
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**Audio Processing Updates**
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- **Wav2vec2 Audio Encoder**: Added native wav2vec2 implementation as an audio encoder model, enabling audio-to-embedding workflows for multimodal applications
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- **Audio Encoders Directory**: Introduced dedicated models/audio_encoders directory structure for organized audio model management
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- **AudioEncoderOutput V3 Support**: Made AudioEncoderOutput compatible with V3 node schema, ensuring seamless integration with modern workflow architectures
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**Video Generation Performance & Memory Optimizations**
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- **WAN 2.2 S2V Model Support**: Work-in-progress implementation of WAN 2.2 Sound-to-Video model with optimized memory usage and performance
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- **Enhanced S2V Performance**: Significant performance improvements for video generation longer than 120 frames, making extended video workflows more practical
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- **Enhanced S2V Performance**: Performance improvements for video generation longer than 120 frames, improving extended video workflows
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- **Better Memory Estimation**: Improved memory usage estimation for S2V workflows prevents out-of-memory errors during long video generation
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- **Negative Audio Handling**: Fixed negative audio input handling in S2V workflows to use proper zero values
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zh-CN/changelog/index.mdx

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**模板系统更新**
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- **模板v0.1.70**:更新了模板系统,集成了最新的模型和工作流示例,确保用户能够访问针对新功能优化的设置。
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这些改进显著增强了ComfyUI在音视频内容创作方面的能力,通过最新的Wan2.2模型系列提供了更可靠的音频转视频工作流和扩展的创意控制
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这些改进增强了ComfyUI在音视频内容创作方面的能力,通过最新的Wan2.2模型系列提供了更可靠的音频转视频工作流和额外的创意控制
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</Update>
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**音频工作流集成与增强性能优化**
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此版本大幅扩展了 ComfyUI 的音频处理能力,同时提供了关键的性能改进和模型兼容性增强
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此版本增加了 ComfyUI 的音频处理能力,并包含性能改进和模型兼容性更新
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**音频处理革命**
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- **Wav2vec2 音频编码器**:新增原生 wav2vec2 实现作为音频编码器模型,为多模态 AI 应用启用复杂的音频到嵌入工作流
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**音频处理更新**
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- **Wav2vec2 音频编码器**:新增原生 wav2vec2 实现作为音频编码器模型,为多模态应用启用音频到嵌入工作流
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- **音频编码器目录**:引入专用的 models/audio_encoders 目录结构,用于有序的音频模型管理
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- **AudioEncoderOutput V3 支持**:使 AudioEncoderOutput 与 V3 节点架构兼容,确保与现代工作流架构的无缝集成
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**视频生成性能与内存优化**
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- **WAN 2.2 S2V 模型支持**:正在开发的 WAN 2.2 声音到视频模型实现,具有优化的内存使用和性能
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- **增强的 S2V 性能**对超过120帧的视频生成进行显著性能改进,使扩展视频工作流更加实用
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- **增强的 S2V 性能**对超过120帧的视频生成进行性能改进,改善扩展视频工作流
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- **更好的内存估算**:改进 S2V 工作流的内存使用估算,防止长视频生成期间出现内存不足错误
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- **负音频处理**:修复 S2V 工作流中负音频输入处理,使用适当的零值
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