ApX Machine Learning 记录了 252,389 月访问量，月度环比增长为 -6.5%，定价为免费增值。ModelScope 记录了 3,085,423 月访问量，增长率为 +5.1%，定价为免费。
面向开源权重 LLM 部署的显存、吞吐与 GPU 成本计算器与课程平台
ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
| 维度 / 指标 | ||
|---|---|---|
| 官方域名 | apxml.com | modelscope.cn |
| 定价模式 | 免费增值 | 免费 |
| 月访问量 | 25.24万 (252,389) | 308.54万 (3,085,423) |
| 月度环比流量变化 | -1.74万 (-6.5%) | +14.91万 (+5.1%) |
| 主要市场与份额 | 🇺🇸 美国 (14.2%) | 🇨🇳 中国 (82.3%) |
| 直接访问 / 月 | 6.76万 | 210.81万 |
| 用户评分 | 4.2 | 4.5 |
| 支持的平台 | 网站 | 网站 |
面向开源权重 LLM 部署的显存、吞吐与 GPU 成本计算器与课程平台
根据模型版本、上下文长度、批大小与量化精度估算权重与 KV 缓存占用，判断某块 GPU 是否真的装得下。
按硬件配置推算首字延迟与每秒 token 吞吐，帮助你按真实流量规划容量。
把显存与性能估算换算为每小时成本与单位 token 成本，便于横向比较硬件方案。
收录 500 多个模型版本与有据可查的硬件基准，让选型输入集中在一处。
ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
Browse and download thousands of pretrained models and datasets across NLP, vision, audio, and multimodal tasks.
Try models directly in the browser through hosted inference demos without local setup.
Run training and fine-tuning in cloud notebooks with complimentary GPU and CPU resources.
Integrate ModelScope models into your own pipelines using the official Python package and APIs.
免费 / 开源作为全球标准的开源 AI 枢纽，提供比 ModelScope 大得多的模型与数据集库。
专项更强Convenient API gateway for multi-model access, but does not provide ModelScope's open-source model repository or dataset hosting.
专项更强Convenient API gateway for multi-model access, but does not provide ModelScope's open-source model repository or dataset hosting.
免费 / 开源用于运行大语言模型的精简本地 CLI 运行环境，但缺乏 ModelScope 的网页版模型托管与数据集发现功能。
通过 API 运行开源模型的强大云端基础设施，但缺乏 ModelScope 社区驱动的模型发现与演示工作区。
免费 / 开源功能丰富的本地模型自托管聊天界面，但缺乏 ModelScope 全面的原始模型权重和数据集代码库。
免费 / 开源功能丰富的本地模型自托管聊天界面，但缺乏 ModelScope 全面的原始模型权重和数据集代码库。
专项更强在互联环境中跟踪、评估并交付 AI 模型与智能体。
专项更强Focuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
专项更强Focuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
专项更强Provides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
专项更强Provides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
