ByteDance Seed vs. ModelScope Comparison


ByteDance Seed ByteDance	ModelScope Alibaba Cloud	+	+
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About Seed Diffusion Preview is a large-scale, code-focused language model that uses discrete-state diffusion to generate code non-sequentially, achieving dramatically faster inference without sacrificing quality by decoupling generation from the token-by-token bottleneck of autoregressive models. It combines a two-stage curriculum, mask-based corruption followed by edit-based augmentation, to robustly train a standard dense Transformer, striking a balance between speed and accuracy and avoiding shortcuts like carry-over unmasking to preserve principled density estimation. The model delivers an inference speed of 2,146 tokens/sec on H20 GPUs, outperforming contemporary diffusion baselines while matching or exceeding their accuracy on standard code benchmarks, including editing tasks, thereby establishing a new speed-quality Pareto frontier and demonstrating discrete diffusion’s practical viability for real-world code generation.	About This model is based on a multi-stage text-to-video generation diffusion model, which inputs a description text and returns a video that matches the text description. Only English input is supported. This model is based on a multi-stage text-to-video generation diffusion model, which inputs a description text and returns a video that matches the text description. Only English input is supported. The text-to-video generation diffusion model consists of three sub-networks: text feature extraction, text feature-to-video latent space diffusion model, and video latent space to video visual space. The overall model parameters are about 1.7 billion. Support English input. The diffusion model adopts the Unet3D structure, and realizes the function of video generation through the iterative denoising process from the pure Gaussian noise video.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers and research teams needing a code generation model tool that reduces latency compared to traditional autoregressive systems while maintaining competitive benchmark performance	Audience Users interested in an open source text-to-video AI video generation model
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information ByteDance Founded: 2012 China seed.bytedance.com/en/seed_diffusion	Company Information Alibaba Cloud China modelscope.cn/
Alternatives Seed2.0 Pro ByteDance	Alternatives Hugging Face
DiffusionGemma Google	Kaggle Google
Gemini Diffusion Google DeepMind	Waifu Diffusion
Celeris-1	Stable Video Diffusion Stability AI
Mercury Coder Inception Labs View All	ModelsLab View All
Categories AI Code Generators Supported AI Models Supported AI Video Models Supported Large Language Models Supported	Categories AI Gateways Supported AI Inference Supported AI Tools Supported AI Video Generators Supported ML Model Deployment Supported

Integrations C++ Supported Citlyze Supported CodeQwen Not Supported Flyne AI Supported Fuser Supported Qwen 4 Not Supported Qwen-7B Not Supported Qwen2 Not Supported Qwen2-VL Not Supported Qwen2.5-1M Not Supported Qwen2.5-Max Not Supported Qwen3 Not Supported Qwen3.6-35B-A3B Not Supported Qwen3.7-Max Not Supported Qwen3.7-Plus Not Supported Step 3.5 Flash Not Supported TESS AI Supported WaveSpeedAI Supported Yi-Large Not Supported graphis Supported Show More Integrations View All 13 Integrations	Integrations C++ Not Supported Citlyze Not Supported CodeQwen Supported Flyne AI Not Supported Fuser Not Supported Qwen 4 Supported Qwen-7B Supported Qwen2 Supported Qwen2-VL Supported Qwen2.5-1M Supported Qwen2.5-Max Supported Qwen3 Supported Qwen3.6-35B-A3B Supported Qwen3.7-Max Supported Qwen3.7-Plus Supported Step 3.5 Flash Supported TESS AI Not Supported WaveSpeedAI Not Supported Yi-Large Supported graphis Not Supported Show More Integrations View All 29 Integrations
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