Model details
模型介绍 中文整理 AquilaMoE：高效的大规模MoE模型训练方法
Model use case AquilaMoE是由北京人工智能研究院（BAAI）开发的双语8×16B混合专家（Mixture of Experts）语言模型，采用创新的EfficientScale训练方法，通过两阶段流程（Scale-Up扩展和Scale-Out扩展）在减少数据需求的同时优化性能。
主要能力
该模型支持中英双语处理，在连续预训练过程中保持并降低损失。EfficientScale方法利用从较小模型转移的知识，实现高效的大规模模型训练，显著提升训练效率。模型在多项基准测试中表现优异，随着参数规模增加，性能持续提升。
输入输出
输入：文本（中文或英文）
输出：文本（中文或英文）
运行要求 模型为8×16B架构，每个token激活8个专家中的2个，使用约300亿参数。上下文长度为4096。训练时使用load balancing loss和max z-loss防止训练崩溃。
基本用法 AquilaMoE基础模型可轻松微调以实现优异性能。AquilaMoE-SFT是经过监督微调的版本，在多项基准测试中表现良好。
限制 AquilaMoE Instruct模型仅作为演示版本，展示基础模型可被轻松微调以达到优异性能。该模型不具备任何内容审核机制。期待与社区合作，探索如何使模型更好地遵守安全准则，以满足需要内容审核的部署环境需求。
License AquilaMoE项目基于Apache 2.0许可证；AquilaMoE系列模型基于BAAI Aquila模型许可证协议。
优先采用原作者提供的中文模型卡片；仅有英文说明时由闲社AI翻译整理。重要参数、许可证和商用范围请以原文为准。
你将获得什么 完整仓库方式包含该固定版本中的权重、配置、分词器及说明文件；指定版本方式只下载所选文件或整组分片。多模态模型的投影文件、配置等依赖，请按作者说明配齐。
完整仓库可能包含多个权重格式，因此需要的磁盘空间可能大于单一格式的模型大小。下载文件不等于完成模型部署。
使用前须知 运行环境 运行模型需要的设备、工具与依赖，以原作者说明为准。
授权范围 是否允许商用、修改和分发，请查看模型许可证。
闲社提供资料与镜像下载方法，不代表已运行模型或完成安全审计。下载的代码应先检查，再执行。
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Pinned version · Multiple download options
AquilaDense-7B model download Download the full repository or choose a version or file.
Choose a download source China mirror (recommended) Hugging Face official 已根据访问地区推荐 Hugging Face 官方线路，你可以手动切换。
Choose what to download
Full repository · All files Selected version / file Need just one GGUF precision? Load the file manifest and choose a version. Direct file links do not require Python; the command below can download multiple shards together.
Load available versions and files
Quantization / file Load the manifest to choose This reads the pinned version's file manifest; no model weights are downloaded.
Choose your operating system Windows · PowerShell Linux / macOS · Terminal For command-line downloads, follow these steps to get the full repository or selected files. Direct file links do not need these steps.
1 Open a terminal window Create and open a folder for the model. In the folder's address bar, enter powershell and press Enter.
If Python is not installed, get it from the official Python website . In the terminal, enter python --version; continue when a version number appears.
2 First time? Install the download tool Copy this command, paste it into the terminal, press Enter and wait for installation to finish.
python -m pip install --upgrade huggingface_hubCopy install command Already installed? Continue to step 3.
3 Run the download command Select the button below, paste into the same terminal and press Enter. The tool downloads all files included in the current command.
Copy full download command Copying does not start a download. Paste and run the command on your device.
Where are the downloaded files? Open the folder you chose. Look for the models folder. When progress stops and the terminal returns to its prompt without errors, check that all files are present. 'Copied' does not mean 'downloaded'.
No response or an error? python not found: Install Python and reopen the terminal. On Windows, follow the installer's instructions to enable command-line access.
hf not found: Confirm that step 2 succeeded, then reopen the terminal. If needed, add Python's Scripts folder to your user PATH. Do not repeatedly download scripts.
Network interrupted: Stay in the same folder and run the same command again. The tool checks existing files.
Permission or disk error: Choose a writable folder with enough free space. Do not disable system security protection.
View the full download command 请开启浏览器脚本，或使用默认 Windows 教程并展开命令手动复制执行。
