FastDeploy vs Ms Swift
A side-by-side look at FastDeploy vs Ms Swift: pricing, free plans and features, taken from each official website. Prices change often, so check the linked sources.
| Feature | FastDeploy | Ms Swift |
|---|---|---|
| Type | Tool · AI APIs & LLMs | Tool · AI APIs & LLMs |
| Made by | unknown | unknown |
| What it does | High-performance Inference and Deployment Toolkit for LLMs and VLMs based on PaddlePaddle | Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025). |
| Pricing model | Free | Free |
| Free tier | unknown | unknown |
| Current prices | unknown | unknown |
| Modalities | unknown | unknown |
| Key features | ernie ernie-45 ernie-45-vl inference llm | deepseek embedding glm grpo internvl kim |
| Context window | unknown | unknown |
| API | unknown | unknown |
| License | Proprietary service | Proprietary service |
| Web app | unknown | unknown |
| Mobile apps | unknown | unknown |
| Desktop app | unknown | unknown |
| Links | Website ↗Deekoya listing | Website ↗Deekoya listing |
FastDeploy vs Ms Swift: pricing and features
FastDeploy
FastDeploy is a high-performance inference and deployment toolkit for large language models (LLMs) and vision-language models (VLMs) built on PaddlePaddle. It provides tools for quick model deployment, online serving, and performance optimization.
Pricing
The official site lists the pricing as "Free". This information was read directly from the official site.
Key features
- Quick Deployment for ERNIE-4.5 and QWEN models
- Online Serving with OpenAI-compatible API server
- Monitor Metrics and Graceful Shutdown
- Load-Balancing Scheduling Router
- Offline Inference support
- Online Quantization and WINT2 Quantization
Source: official homepage · checked 2026-10-26
Ms Swift
Ms Swift is an open-source toolkit for training and fine-tuning large language models (LLMs) and multimodal models (MLLMs). It supports PEFT or full-parameter methods across hundreds of models, including Qwen, DeepSeek, GLM, InternLM, Llama, and many vision-language models.
Pricing
The official site lists the offering as "Free"; this pricing information was read directly from the official site.
Key features
- Knowledge Distillation support
- Custom Megatron model creation
- Full multimodal GRPO experiment workflow
- Best-practice guides for Qwen3.5/3.6/3.8
- EntroPack flexible quantization best practices
- DeepSeek-V4 training support
Source: official homepage · checked 2026-10-26
FAQ
Which is free, FastDeploy vs Ms Swift?
FastDeploy: has a free plan or trial per its official site; Ms Swift: has a free plan or trial per its official site.
What is the difference between FastDeploy vs Ms Swift?
FastDeploy: FastDeploy is a high-performance inference and deployment toolkit for large language models (LLMs) and vision-language models (VLMs) built on PaddlePaddle. Ms Swift: Ms Swift is an open-source toolkit for training and fine-tuning large language models (LLMs) and multimodal models (MLLMs).