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## 【智王AI开源组-网络社群】

* zw网站:http://www.ziwang.com
* meta-font原字库:http://www.meta-font.vip,短域名 m-f.vip
* @ps,因为智王AI开源组正在转型,网站在调整升级。
* 建议大家使用github项目网站,支持留言、发帖,互动更加方便。
* #
* 智王Git网址:https://github.com/ziwang-com/
* zwai-lab项目网址:https://github.com/ziwang-com/zwai-lab

## ziwang AI Open Source Group - Online Community

* ZW website: http://www.ziwang.com
* Meta font Original Font Library: http://www.meta-font.vip , short domain m-f.vip
* @ ps, as the Zhiwang AI open source team is undergoing transformation, the website is undergoing adjustments and upgrades.
* It is recommended that everyone use the GitHub project website, which supports commenting and posting, making interaction more convenient.
* #
* Zhiwang Git website: https://github.com/ziwang-com/
* ZWAI Lab project website: https://github.com/ziwang-com/zwai-lab

## 【智王AI资源库】
* Github项目网址:https://github.com/ziwang-com/zwai-lab
* 百度网盘-链接:  https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks  提取码:hiks 
* 阿里云盘-链接:  https://www.alipan.com/s/pZ5qewjCec8  提取码: fs64
* #
* QQ社群,都是千人大群,欢迎加入,共同学习。
* QQ群文件,和网盘,有海量AI资源/模型/文档,提供免费下载。
* 微信群请先+管理员微信:zwpython,注明:加群。

-------------
## 【ziwang AI Resource Library】
* Github: https://github.com/ziwang-com/zwai-lab
* Baidu Cloud Drive - Link: https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks Extract code: hiks
* Alibaba Cloud Drive - Link: https://www.alipan.com/s/pZ5qewjCec8 Extract code: fs64
* #
* QQ community is a large group of thousands of people, welcome to join and learn together.
* QQ group files, online disks/official account, and massive AI resources/models/documents are available for free download. Scan to join for free.

* WeChat group, please first add the administrator's WeChat: zwpython, Note: Add to group.
  
![xh008](https://github.com/user-attachments/assets/4191bb09-1a33-4904-9e3f-2982d44e416f)



因为模型文件都是10G左右,正在寻找合作发布通道,欢迎网友提供。
We are looking for other publishing channels, and welcome netizens to provide them
管理员微信:zwpython


# zwai-lab智王AI工坊
![xh003](https://github.com/user-attachments/assets/723c2f24-077f-48e8-940c-8300abe09f5a)
(扫描QQ群二维码,即可加入智王AI社群,免费下载相关软件,模型。)

### 【ps:公众号相关blog】,扫描上图公众号二维码即可。
* 《workflow智能工作流:AI变现飞天马》 https://mp.weixin.qq.com/s/jqNHuwVtLVMQ5_3dlhmcIQ?token=1948053569&lang=zh_CN
* 《zwai-lab全球首个AI搞钱-工业母机》  https://mp.weixin.qq.com/s/qzVo5xafXegAavKmwywGuQ?token=1948053569&lang=zh_CN
* 《comfyUI+vscode,两大神器首次跨界融合》 https://mp.weixin.qq.com/s/cd5EL8koaCnGTDft02YoGw?token=1948053569&lang=zh_CN
* ###
* 全球三大/目前唯一,集成式AI开发平台。
* GPT时代,AIGC、LLM大模型调参,AGI快速开发神器。
* 行业首个AI-workflow工作流导向的智能IDE。
* 根正苗红,源自zwPython,十年老牌开源Python项目。



![zwcfy02x1st](https://github.com/user-attachments/assets/53dd4585-0718-42c6-b3de-665d11778cfb)


### [ps: official account related blog], just scan the QR code of official account in the above figure.
* Workflow Intelligent Workflow: AI Monetization Pegasus https://mp.weixin.qq.com/s/jqNHuwVtLVMQ5_3dlhmcIQ?token=1948053569&lang=zh_CN
* ZWAI Lab is the world's first AI powered money maker - industrial mother machine https://mp.weixin.qq.com/s/qzVo5xafXegAavKmwywGuQ?token=1948053569&lang=zh_CN
* ComfyUI+VSCode, the first cross-border integration of two major artifacts https://mp.weixin.qq.com/s/cd5EL8koaCnGTDft02YoGw?token=1948053569&lang=zh_CN
* ###
* The world's top three/currently the only integrated AI development platform.
* In the era of GPT, AIGC and LLM large model tuning, AGI rapidly developed artifacts.
* The industry's first AI workflow oriented intelligent IDE.
* Root positive seedling red, derived from zwPython, a decade old open-source Python project.

* 网络版仅3G多,包含了全部核心模块:comfy,vscode,30+nodes节点插件,只需下载模型即可。
* 智王AI团队,内部开发版,超过650G,包含150个+精心筛选、完全兼容的nodes节点模块库。
* 稍后,网盘,ftp会根据comfy文件机构,上传各种常用模型。
* 智王版150+插件nodes节点插件合集,正在测试优化,稍后会一并发布。

## 【主要特色】
* 内置vscode,以及多种高效python、AI编程插件。
* 百分百兼容comfy,可同步升级更新。
* 内置数十组AIGC、3D、短视频插件。
* 内置各种热门大模型,支持:FLUX,SANA,GPT,PIXART。
* 内置多套AI-3D、VIDEO短视频nodes节点插件.
* 社区提供海量json格式工作流。
* 大量开源案例,涵盖comfy官方网站全套学习课件.
* 。。。。。。

## 【安装&使用方法】

* 采用苹果OOTB“开箱即用”模式(out-of-the-box),无需安装,解压即用。
* 默认安装在D盘根目录:
* d:\zwai-lab

### 注意:
* 只有一级zwai-lab目录,以下模式:
* d:\zwai-lab\zwai-lab\zw.bat
* 有两层子目录,是解压错误,把二级目录zwai-lab,移动到D盘根目录,合并覆盖即可。

### 1#,运行comfy
* 解压后,直接运行:
* d:\zwai-lab\zw.bat
* 即可运行comfy,进入AIGC系统。
* comfy升级维护,请参看comfy文档,运行以下目录升级命令即可。
* d:\zwai-lab\update

### 2#,运行vscode
* 解压后,直接运行:
* d:\zwai-lab\vscode\code.exe
* 即可进入python开发编程环境。
* vscode升级,请下载便携版,直接解压覆盖即可。

### 3#:安装升级python模块库
* 安装、更新python模块库,运行批命令:
* d:\zwai-lab\xpip.bat
* 例如,安装升级padans,在zwai-lab目录,进入dos命令行,键入以下命令即可:
* zwai-lab>>xpip pandas

## 【目录说明】
* D:\zwai-lab\.cache,hf模型下载目录,python模块库安装缓冲目录。
* D:\zwai-lab\ComfyUI,工作流、AIGC-comfyUI主目录
* D:\zwai-lab\doc,用户文档
* D:\zwai-lab\python_embeded,python运行环境目录
* D:\zwai-lab\update,comfy升级维护目录
* D:\zwai-lab\VSCode,python编程ide程序。
* D:\zwai-lab\zout,默认用户输出目录
* #
* D:\zwai-lab\zw.bat,运行comfy
* D:\zwai-lab\xpip.bat,安装升级pyhton模块库
* D:\zwai-lab\vscode\code.exe,运行python编程ide。

## 【运行环境】
* windows 10,11, cuda-12.4+, python-3.12+
* #
* 运行前,请确保系统已经安装好cuda运行环境,部分模块和维护,可能需要安装相关软件。
* ffmpeg、Git、graphviz。
* python模块库,需要c编译软件,请下载:vc2022,或c语言v17版本,选择desktop桌面开发模式。
* 以上cuda运行库,以及相关软件,均可在zwai社区【资源中心】免费下载。
* 扫描QQ群二维码,即可免费加入下载。

## 【补充说明】
* @ps#1:
* zwai-lab智王AI工坊,源自zwPython,全球三大/目前唯一,集成式AI开发平台。
* 曾用名:zw-GPT-Studio,zw-comfy。
* anacoda是商业平台,企业版年费约七八千人民币元。(50美元x12月)
* 因为系统架构,开发的AI程序,运行效率比原生Python低5-7倍,pytorch官方明文宣布,不再对anacoda进行技术支持。
* 智王AI项目,均采用【zwai-lab智王AI工坊】开发。
  
  ![zwpy17](https://github.com/user-attachments/assets/0155af4c-c7c8-46c9-9d57-b72a9c606d07)

* #
* @ps#2:
* 字王AI团队,最早从事AI中文字库开发,始于1989年,30+年一线AI工程经验。
* 参见论文:《人工智能与中文字库开发》(1989,《广东青年科学家论坛文集》)
* AI时代,字王AI开源团队,更名为:智王AI开源组:ZWAI-TEAM

### 主要作品:
* 超过一万套国标二级个性化中文字库IP版权。
* 全球首套个性化中文字体:字王拙体(1988,是剪纸体母版,idea源自毕加索立体派风格。)
* 多套个性化中文字库:《中华大字库》、metafont元字库,大藏经开源字体,gif动态中文气球体、。。。
* AGM阿格姆:AI基因图谱模型,从token-weight权重微粒角度,探索AI模型,GPT\LLM大模型的内在运作机制。
* https://github.com/ziwang-com/AGM
* 。。。。。。

## 【智王AI开源组-网络社群】

* zw网站:http://www.ziwang.com
* meta-font原字库:http://www.meta-font.vip,短域名 m-f.vip
* @ps,因为智王AI开源组正在转型,网站在调整升级。
* 建议大家使用github项目网站,支持留言、发帖,互动更加方便。
* #
* 智王Git网址:https://github.com/ziwang-com/
* zwai-lab项目网址:https://github.com/ziwang-com/zwai-lab

## ziwang AI Open Source Group - Online Community

* ZW website: http://www.ziwang.com
* Meta font Original Font Library: http://www.meta-font.vip , short domain m-f.vip
* @ ps, as the Zhiwang AI open source team is undergoing transformation, the website is undergoing adjustments and upgrades.
* It is recommended that everyone use the GitHub project website, which supports commenting and posting, making interaction more convenient.
* #
* Zhiwang Git website: https://github.com/ziwang-com/
* ZWAI Lab project website: https://github.com/ziwang-com/zwai-lab

## 【智王AI资源库】
* Github项目网址:https://github.com/ziwang-com/zwai-lab
* 百度网盘-链接:  https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks  提取码:hiks 
* 阿里云盘-链接:  https://www.alipan.com/s/pZ5qewjCec8  提取码: fs64
* #
* QQ社群,都是千人大群,欢迎加入,共同学习。
* QQ群文件,和网盘,有海量AI资源/模型/文档,提供免费下载。
* 微信群请先+管理员微信:zwpython,注明:加群。

-------------
## 【ziwang AI Resource Library】
* Github: https://github.com/ziwang-com/zwai-lab
* Baidu Cloud Drive - Link: https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks Extract code: hiks
* Alibaba Cloud Drive - Link: https://www.alipan.com/s/pZ5qewjCec8 Extract code: fs64
* #
* QQ community is a large group of thousands of people, welcome to join and learn together.
* QQ group files, online disks/official account, and massive AI resources/models/documents are available for free download. Scan to join for free.

* WeChat group, please first add the administrator's WeChat: zwpython, Note: Add to group.
  
![xh008](https://github.com/user-attachments/assets/4191bb09-1a33-4904-9e3f-2982d44e416f)



因为模型文件都是10G左右,正在寻找合作发布通道,欢迎网友提供。
We are looking for other publishing channels, and welcome netizens to provide them
管理员微信:zwpython


=======


## 【智王AI开源组-网络社群】
![xh008](https://github.com/user-attachments/assets/4191bb09-1a33-4904-9e3f-2982d44e416f)
* zw网站:http://www.ziwang.com
* meta-font原字库:http://www.meta-font.vip,短域名 m-f.vip
* @ps,因为智王AI开源组正在转型,网站在调整升级。
* 建议大家使用github项目网站,支持留言、发帖,互动更加方便。
* #
* 智王Git网址:https://github.com/ziwang-com/
* zwai-lab项目网址:https://github.com/ziwang-com/zwai-lab

## ziwang AI Open Source Group - Online Community

* ZW website: http://www.ziwang.com
* Meta font Original Font Library: http://www.meta-font.vip , short domain m-f.vip
* @ ps, as the Zhiwang AI open source team is undergoing transformation, the website is undergoing adjustments and upgrades.
* It is recommended that everyone use the GitHub project website, which supports commenting and posting, making interaction more convenient.
* #
* Zhiwang Git website: https://github.com/ziwang-com/
* ZWAI Lab project website: https://github.com/ziwang-com/zwai-lab

## 【智王AI资源库】
* Github项目网址:https://github.com/ziwang-com/zwai-lab
* 百度网盘-链接:  https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks  提取码:hiks 
* 阿里云盘-链接:  https://www.alipan.com/s/pZ5qewjCec8  提取码: fs64
* #
* QQ社群,都是千人大群,欢迎加入,共同学习。
* QQ群文件,和网盘,有海量AI资源/模型/文档,提供免费下载。
* 微信群请先+管理员微信:zwpython,注明:加群。

-------------
## 【ziwang AI Resource Library】
* Github: https://github.com/ziwang-com/zwai-lab
* Baidu Cloud Drive - Link: https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks Extract code: hiks
* Alibaba Cloud Drive - Link: https://www.alipan.com/s/pZ5qewjCec8 Extract code: fs64
* #
* QQ community is a large group of thousands of people, welcome to join and learn together.
* QQ group files, online disks/official account, and massive AI resources/models/documents are available for free download. Scan to join for free.

* WeChat group, please first add the administrator's WeChat: zwpython, Note: Add to group.
  

因为模型文件都是10G左右,正在寻找合作发布通道,欢迎网友提供。
We are looking for other publishing channels, and welcome netizens to provide them
管理员微信:zwpython


# zwai-lab智王AI工坊
![xh003](https://github.com/user-attachments/assets/723c2f24-077f-48e8-940c-8300abe09f5a)
(扫描QQ群二维码,即可加入智王AI社群,免费下载相关软件,模型。)

### 【ps:公众号相关blog】,扫描上图公众号二维码即可。
* 《workflow智能工作流:AI变现飞天马》 https://mp.weixin.qq.com/s/jqNHuwVtLVMQ5_3dlhmcIQ?token=1948053569&lang=zh_CN
* 《zwai-lab全球首个AI搞钱-工业母机》  https://mp.weixin.qq.com/s/qzVo5xafXegAavKmwywGuQ?token=1948053569&lang=zh_CN
* 《comfyUI+vscode,两大神器首次跨界融合》 https://mp.weixin.qq.com/s/cd5EL8koaCnGTDft02YoGw?token=1948053569&lang=zh_CN
* ###
* 全球三大/目前唯一,集成式AI开发平台。
* GPT时代,AIGC、LLM大模型调参,AGI快速开发神器。
* 行业首个AI-workflow工作流导向的智能IDE。
* 根正苗红,源自zwPython,十年老牌开源Python项目。



![zwcfy02x1st](https://github.com/user-attachments/assets/53dd4585-0718-42c6-b3de-665d11778cfb)


### [ps: official account related blog], just scan the QR code of official account in the above figure.
* Workflow Intelligent Workflow: AI Monetization Pegasus https://mp.weixin.qq.com/s/jqNHuwVtLVMQ5_3dlhmcIQ?token=1948053569&lang=zh_CN
* ZWAI Lab is the world's first AI powered money maker - industrial mother machine https://mp.weixin.qq.com/s/qzVo5xafXegAavKmwywGuQ?token=1948053569&lang=zh_CN
* ComfyUI+VSCode, the first cross-border integration of two major artifacts https://mp.weixin.qq.com/s/cd5EL8koaCnGTDft02YoGw?token=1948053569&lang=zh_CN
* ###
* The world's top three/currently the only integrated AI development platform.
* In the era of GPT, AIGC and LLM large model tuning, AGI rapidly developed artifacts.
* The industry's first AI workflow oriented intelligent IDE.
* Root positive seedling red, derived from zwPython, a decade old open-source Python project.

* 网络版仅3G多,包含了全部核心模块:comfy,vscode,30+nodes节点插件,只需下载模型即可。
* 智王AI团队,内部开发版,超过650G,包含150个+精心筛选、完全兼容的nodes节点模块库。
* 稍后,网盘,ftp会根据comfy文件机构,上传各种常用模型。
* 智王版150+插件nodes节点插件合集,正在测试优化,稍后会一并发布。

## 【主要特色】
* 内置vscode,以及多种高效python、AI编程插件。
* 百分百兼容comfy,可同步升级更新。
* 内置数十组AIGC、3D、短视频插件。
* 内置各种热门大模型,支持:FLUX,SANA,GPT,PIXART。
* 内置多套AI-3D、VIDEO短视频nodes节点插件.
* 社区提供海量json格式工作流。
* 大量开源案例,涵盖comfy官方网站全套学习课件.
* 。。。。。。

## 【安装&使用方法】

* 采用苹果OOTB“开箱即用”模式(out-of-the-box),无需安装,解压即用。
* 默认安装在D盘根目录:
* d:\zwai-lab

### 注意:
* 只有一级zwai-lab目录,以下模式:
* d:\zwai-lab\zwai-lab\zw.bat
* 有两层子目录,是解压错误,把二级目录zwai-lab,移动到D盘根目录,合并覆盖即可。

### 1#,运行comfy
* 解压后,直接运行:
* d:\zwai-lab\zw.bat
* 即可运行comfy,进入AIGC系统。
* comfy升级维护,请参看comfy文档,运行以下目录升级命令即可。
* d:\zwai-lab\update

### 2#,运行vscode
* 解压后,直接运行:
* d:\zwai-lab\vscode\code.exe
* 即可进入python开发编程环境。
* vscode升级,请下载便携版,直接解压覆盖即可。

### 3#:安装升级python模块库
* 安装、更新python模块库,运行批命令:
* d:\zwai-lab\xpip.bat
* 例如,安装升级padans,在zwai-lab目录,进入dos命令行,键入以下命令即可:
* zwai-lab>>xpip pandas

## 【目录说明】
* D:\zwai-lab\.cache,hf模型下载目录,python模块库安装缓冲目录。
* D:\zwai-lab\ComfyUI,工作流、AIGC-comfyUI主目录
* D:\zwai-lab\doc,用户文档
* D:\zwai-lab\python_embeded,python运行环境目录
* D:\zwai-lab\update,comfy升级维护目录
* D:\zwai-lab\VSCode,python编程ide程序。
* D:\zwai-lab\zout,默认用户输出目录
* #
* D:\zwai-lab\zw.bat,运行comfy
* D:\zwai-lab\xpip.bat,安装升级pyhton模块库
* D:\zwai-lab\vscode\code.exe,运行python编程ide。

## 【运行环境】
* windows 10,11, cuda-12.4+, python-3.12+
* #
* 运行前,请确保系统已经安装好cuda运行环境,部分模块和维护,可能需要安装相关软件。
* ffmpeg、Git、graphviz。
* python模块库,需要c编译软件,请下载:vc2022,或c语言v17版本,选择desktop桌面开发模式。
* 以上cuda运行库,以及相关软件,均可在zwai社区【资源中心】免费下载。
* 扫描QQ群二维码,即可免费加入下载。

## 【补充说明】
* @ps#1:
* zwai-lab智王AI工坊,源自zwPython,全球三大/目前唯一,集成式AI开发平台。
* 曾用名:zw-GPT-Studio,zw-comfy。
* anacoda是商业平台,企业版年费约七八千人民币元。(50美元x12月)
* 因为系统架构,开发的AI程序,运行效率比原生Python低5-7倍,pytorch官方明文宣布,不再对anacoda进行技术支持。
* 智王AI项目,均采用【zwai-lab智王AI工坊】开发。
  
  ![zwpy17](https://github.com/user-attachments/assets/0155af4c-c7c8-46c9-9d57-b72a9c606d07)

* #
* @ps#2:
* 字王AI团队,最早从事AI中文字库开发,始于1989年,30+年一线AI工程经验。
* 参见论文:《人工智能与中文字库开发》(1989,《广东青年科学家论坛文集》)
* AI时代,字王AI开源团队,更名为:智王AI开源组:ZWAI-TEAM

### 主要作品:
* 超过一万套国标二级个性化中文字库IP版权。
* 全球首套个性化中文字体:字王拙体(1988,是剪纸体母版,idea源自毕加索立体派风格。)
* 多套个性化中文字库:《中华大字库》、metafont元字库,大藏经开源字体,gif动态中文气球体、。。。
* AGM阿格姆:AI基因图谱模型,从token-weight权重微粒角度,探索AI模型,GPT\LLM大模型的内在运作机制。
* https://github.com/ziwang-com/AGM
* 。。。。。。

## 【智王AI开源组-网络社群】

* zw网站:http://www.ziwang.com
* meta-font原字库:http://www.meta-font.vip,短域名 m-f.vip
* @ps,因为智王AI开源组正在转型,网站在调整升级。
* 建议大家使用github项目网站,支持留言、发帖,互动更加方便。
* #
* 智王Git网址:https://github.com/ziwang-com/
* zwai-lab项目网址:https://github.com/ziwang-com/zwai-lab

## ziwang AI Open Source Group - Online Community

* ZW website: http://www.ziwang.com
* Meta font Original Font Library: http://www.meta-font.vip , short domain m-f.vip
* @ ps, as the Zhiwang AI open source team is undergoing transformation, the website is undergoing adjustments and upgrades.
* It is recommended that everyone use the GitHub project website, which supports commenting and posting, making interaction more convenient.
* #
* Zhiwang Git website: https://github.com/ziwang-com/
* ZWAI Lab project website: https://github.com/ziwang-com/zwai-lab

## 【智王AI资源库】
* Github项目网址:https://github.com/ziwang-com/zwai-lab
* 百度网盘-链接:  https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks  提取码:hiks 
* 阿里云盘-链接:  https://www.alipan.com/s/pZ5qewjCec8  提取码: fs64
* #
* QQ社群,都是千人大群,欢迎加入,共同学习。
* QQ群文件,和网盘,有海量AI资源/模型/文档,提供免费下载。
* 微信群请先+管理员微信:zwpython,注明:加群。

-------------
## 【ziwang AI Resource Library】
* Github: https://github.com/ziwang-com/zwai-lab
* Baidu Cloud Drive - Link: https://pan.baidu.com/s/1EH19ablXVLYQP1f-IaPS-Q?pwd=hiks Extract code: hiks
* Alibaba Cloud Drive - Link: https://www.alipan.com/s/pZ5qewjCec8 Extract code: fs64
* #
* QQ community is a large group of thousands of people, welcome to join and learn together.
* QQ group files, online disks/official account, and massive AI resources/models/documents are available for free download. Scan to join for free.

* WeChat group, please first add the administrator's WeChat: zwpython, Note: Add to group.
  
![xh008](https://github.com/user-attachments/assets/4191bb09-1a33-4904-9e3f-2982d44e416f)



因为模型文件都是10G左右,正在寻找合作发布通道,欢迎网友提供。
We are looking for other publishing channels, and welcome netizens to provide them
管理员微信:zwpython


>>>>>>> 10c9af4d88757ad87f13cb48cbba0375eb247937


---
# For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
# Doc / guide: https://huggingface.co/docs/hub/model-cards
{}
---

# Model Card for Model ID

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This modelcard aims to be a base template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).

## Model Details

### Model Description

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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.

## How to Get Started with the Model

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### Training Data

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#### Preprocessing [optional]

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#### Training Hyperparameters

- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->

#### Speeds, Sizes, Times [optional]

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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).

- **Hardware Type:** [More Information Needed]
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