# bert4torch **Repository Path**: picture-rabbit/bert4torch ## Basic Information - **Project Name**: bert4torch - **Description**: No description available - **Primary Language**: Unknown - **License**: MIT - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2025-09-14 - **Last Updated**: 2025-09-14 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README ![bert4torch](./docs/pics/bert4torch.png) [![licence](https://img.shields.io/github/license/Tongjilibo/bert4torch.svg?maxAge=3600)](https://github.com/Tongjilibo/bert4torch/blob/master/LICENSE) [![GitHub release](https://img.shields.io/github/release/Tongjilibo/bert4torch.svg?maxAge=3600)](https://github.com/Tongjilibo/bert4torch/releases) [![PyPI](https://img.shields.io/pypi/v/bert4torch?label=pypi%20package)](https://pypi.org/project/bert4torch/) [![PyPI - Downloads](https://img.shields.io/pypi/dm/bert4torch)](https://pypistats.org/packages/bert4torch) [![GitHub stars](https://img.shields.io/github/stars/Tongjilibo/bert4torch?style=social)](https://github.com/Tongjilibo/bert4torch) [![GitHub Issues](https://img.shields.io/github/issues/Tongjilibo/bert4torch.svg)](https://github.com/Tongjilibo/bert4torch/issues) [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)](https://github.com/Tongjilibo/bert4torch/issues) [![Generic badge](https://img.shields.io/badge/wechat-join-green.svg?logo=wechat)](https://github.com/Tongjilibo/bert4torch/blob/master/docs/pics/wechat_group.jpg) [Documentation](https://bert4torch.readthedocs.io) | [Torch4keras](https://github.com/Tongjilibo/torch4keras) | [Examples](https://github.com/Tongjilibo/bert4torch/blob/master/examples) | [build_MiniLLM_from_scratch](https://github.com/Tongjilibo/build_MiniLLM_from_scratch) | [bert4vector](https://github.com/Tongjilibo/bert4vector) ## 目录 - [目录](#目录) - [1. 下载安装](#1-下载安装) - [2. 功能](#2-功能) - [3. 快速上手](#3-快速上手) - [3.1 上手教程](#31-上手教程) - [3.2 命令行快速部署大模型服务](#32-命令行快速部署大模型服务) - [4. 版本和更新历史](#4-版本和更新历史) - [4.1 版本历史](#41-版本历史) - [4.2 更新历史](#42-更新历史) - [5. 预训练权重](#5-预训练权重) - [6. 鸣谢](#6-鸣谢) - [7. 引用](#7-引用) - [8. 其他](#8-其他) ## 1. 下载安装 安装稳定版 ```shell pip install bert4torch ``` 安装最新版 ```shell pip install git+https://github.com/Tongjilibo/bert4torch ``` - **注意事项**：pip包的发布慢于git上的开发版本，git clone**注意引用路径**，注意权重是否需要转换 - **测试用例**：`git clone https://github.com/Tongjilibo/bert4torch`，修改example中的预训练模型文件路径和数据路径即可启动脚本 - **自行训练**：针对自己的数据，修改相应的数据处理代码块 - **开发环境**：原使用`torch==1.10`版本进行开发，现已切换到`torch2.0`开发，如其他版本遇到不适配，欢迎反馈 ## 2. 功能 - **LLM模型**: 加载chatglm、llama、 baichuan、ziya、bloom等开源大模型权重进行推理和微调，命令行一行部署大模型 - **核心功能**：加载bert、roberta、albert、xlnet、nezha、bart、RoFormer、RoFormer_V2、ELECTRA、GPT、GPT2、T5、GAU-alpha、ERNIE等预训练权重继续进行finetune、并支持在bert基础上灵活定义自己模型 - [**丰富示例**](https://github.com/Tongjilibo/bert4torch/blob/master/examples/)：包含[llm](https://github.com/Tongjilibo/bert4torch/blob/master/examples/llm)、[pretrain](https://github.com/Tongjilibo/bert4torch/blob/master/examples/pretrain)、[sentence_classfication](https://github.com/Tongjilibo/bert4torch/blob/master/examples/sentence_classfication)、[sentence_embedding](https://github.com/Tongjilibo/bert4torch/tree/master/examples/sentence_embedding)、[sequence_labeling](https://github.com/Tongjilibo/bert4torch/blob/master/examples/sequence_labeling)、[relation_extraction](https://github.com/Tongjilibo/bert4torch/blob/master/examples/relation_extraction)、[seq2seq](https://github.com/Tongjilibo/bert4torch/blob/master/examples/seq2seq)、[serving](https://github.com/Tongjilibo/bert4torch/blob/master/examples/serving/)等多种解决方案 - **实验验证**：已在公开数据集实验验证，使用如下[examples数据集](https://github.com/Tongjilibo/bert4torch/blob/master/data/README.md)和[实验指标](https://github.com/Tongjilibo/bert4torch/blob/master/examples/Experiments.md) - **易用trick**：集成了常见的[trick](https://github.com/Tongjilibo/bert4torch/blob/master/examples/training_trick)，即插即用 - **其他特性**：[加载transformers库模型](https://github.com/Tongjilibo/bert4torch/blob/master//tutorials/tutorials_load_transformers_model.py)一起使用；调用方式简洁高效；有训练进度条动态展示；配合torchinfo打印参数量；默认Logger和Tensorboard简便记录训练过程；自定义fit过程，满足高阶需求 - **训练过程**： ![训练过程](./docs/pics/training_process.gif) | 功能 | bert4torch | transformers | 备注 | |-----------------------------|------------|----------------|--------| |训练进度条 | ✅ | ✅ |进度条打印loss和定义的metrics| |分布式训练dp/ddp | ✅ | ✅ |torch自带dp/ddp| |各类callbacks | ✅ | ✅ |日志/tensorboard/earlystop/wandb等| |大模型推理，stream/batch输出 | ✅ | ✅ |各个模型是通用的，无需单独维护脚本| |大模型微调 | ✅ | ✅ |lora依赖peft库，pv2自带| |丰富tricks | ✅ | ❌ |对抗训练等tricks即插即用| |代码简洁易懂，自定义空间大 | ✅ | ❌ |代码复用度高, keras代码训练风格| |仓库的维护能力/影响力/使用量/兼容性| ❌ | ✅ |目前仓库个人维护| |一键部署大模型 | ## 3. 快速上手 ### 3.1 上手教程 - [Quick-Start](https://bert4torch.readthedocs.io/en/latest//Quick-Start.html) - [快速上手教程](https://github.com/Tongjilibo/bert4torch/blob/master//tutorials/README.md)，[教程示例](https://github.com/Tongjilibo/bert4torch/blob/master//tutorials)，[实战示例](https://github.com/Tongjilibo/bert4torch/blob/master/examples) - [bert4torch介绍(知乎)](https://zhuanlan.zhihu.com/p/486329434)，[bert4torch快速上手(知乎)](https://zhuanlan.zhihu.com/p/508890807)，[bert4torch又双叒叕更新啦(知乎)](https://zhuanlan.zhihu.com/p/560885427?) ### 3.2 命令行快速部署大模型服务 - 本地 / 联网加载 ```shell # 联网下载全部文件 bert4torch serve --checkpoint_path Qwen2-0.5B-Instruct # 加载本地大模型，联网下载bert4torch_config.json bert4torch serve --checkpoint_path /data/pretrain_ckpt/Qwen/Qwen2-0.5B-Instruct --config_path Qwen/Qwen2-0.5B-Instruct # 加载本地大模型，且bert4torch_config.json已经下载并放于同名目录下 bert4torch serve --checkpoint_path /data/pretrain_ckpt/Qwen/Qwen2-0.5B-Instruct ``` - 命令行 / gradio网页 / openai_api ```shell # 命令行 bert4torch serve --checkpoint_path /data/pretrain_ckpt/Qwen/Qwen2-0.5B-Instruct --mode cli # gradio网页 bert4torch serve --checkpoint_path /data/pretrain_ckpt/Qwen/Qwen2-0.5B-Instruct --mode gradio # openai_api bert4torch serve --checkpoint_path /data/pretrain_ckpt/Qwen/Qwen2-0.5B-Instruct --mode openai ``` - 命令行聊天示例 ![命令行聊天](./docs/pics/cli_chat.gif) ## 4. 版本和更新历史 ### 4.1 版本历史 |更新日期| bert4torch | torch4keras | 版本说明 | |------| ---------------- | ----------------- |----------- | |20250721| 0.5.9.post2 | 0.3.1 |增加`Ernie4_5`, 修复hub下载bug, 拆分出`openai_client`| |20250621| 0.5.8 | 0.3.0 |增加`Qwen3-Embedding`和`Qwen3-Reranker`, 支持`temperature`设置为0, 修复`sdpa`和`global_point`的bug, 拆分`attention_utils`| |20250511| 0.5.7 | 0.2.9.post2 |命令行参数修改为`bert4torch serve`, 增加`Qwen3`| |20250401| 0.5.6 | 0.2.9 |命令行支持图片输入, 修复rope在batch推理和超长时候的bug| |20250215| 0.5.5 | 0.2.8 |增加`deepseek-r1`, `internvl`, `internlm3`, `glm4v`, `modernbert`, `mllama`, `qwen2vl`, `qwenvl`| |20240928| 0.5.4 | 0.2.7 | 【新功能】增加`deepseek`、`MiniCPM`、`MiniCPMV`、`llama3.2`、`Qwen2.5`；支持device_map=auto;【修复】修复batch_generate和n>1的bug| |20240814| 0.5.3 | 0.2.6 | 【新功能】增加`llama3.1/Yi1.5`；自动选择从hfmirror下载；支持命令行参数`bert4torch serve`| [更多版本](https://github.com/Tongjilibo/bert4torch/blob/master/docs/Update.md) ### 4.2 更新历史 [更多历史](https://github.com/Tongjilibo/bert4torch/blob/master/docs/History.md) ## 5. 预训练权重 - 预训练模型支持多种代码加载方式 ```python from bert4torch.models import build_transformer_model # 1. 仅指定config_path: 从头初始化模型结构, 不加载预训练模型 model = build_transformer_model('./model/bert4torch_config.json') # 2. 仅指定checkpoint_path: ## 2.1 文件夹路径: 自动寻找路径下的*.bin/*.safetensors权重文件 + 需把bert4torch_config.json下载并放于该目录下 model = build_transformer_model(checkpoint_path='./model') ## 2.2 文件路径/列表: 文件路径即权重路径/列表, bert4torch_config.json会从同级目录下寻找 model = build_transformer_model(checkpoint_path='./pytorch_model.bin') ## 2.3 model_name: hf上预训练权重名称, 会自动下载hf权重以及bert4torch_config.json文件 model = build_transformer_model(checkpoint_path='google-bert/bert-base-chinese') # 3. 同时指定config_path和checkpoint_path(本地路径名或model_name排列组合): # 本地路径从本地加载，pretrained_model_name会联网下载 config_path = './model/bert4torch_config.json' # 或'google-bert/bert-base-chinese' checkpoint_path = './model/pytorch_model.bin' # 或'google-bert/bert-base-chinese' model = build_transformer_model(config_path, checkpoint_path) ``` - 预训练权重链接和bert4torch_config.json | 模型分类| 模型名称 | 权重来源| 权重链接/checkpoint_path | config_path| | ----- | ----- | ----- | ----- | ----- | | bert| bert-base-chinese| google-bert | [`google-bert/bert-base-chinese`](https://huggingface.co/google-bert/bert-base-chinese) | [`google-bert/bert-base-chinese`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/google-bert/bert-base-chinese/bert4torch_config.json)| | | [chinese_L-12_H-768_A-12](https://github.com/google-research/bert) | 谷歌 | [tf权重](https://storage.googleapis.com/bert_models/2018_11_03/chinese_L-12_H-768_A-12.zip)
[`Tongjilibo/bert-chinese_L-12_H-768_A-12`](https://huggingface.co/Tongjilibo/bert-chinese_L-12_H-768_A-12) | | | | [chinese-bert-wwm-ext](https://github.com/ymcui/Chinese-BERT-wwm) | HFL | [`hfl/chinese-bert-wwm-ext`](https://huggingface.co/hfl/chinese-bert-wwm-ext)| [`hfl/chinese-bert-wwm-ext`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-bert-wwm-ext/bert4torch_config.json) | | | bert-base-multilingual-cased| google-bert | [`google-bert/bert-base-multilingual-cased`](https://huggingface.co/google-bert/bert-base-multilingual-cased) | [`google-bert/bert-base-multilingual-cased`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/google-bert/bert-base-multilingual-cased/bert4torch_config.json) | | | bert-base-cased| google-bert | [`google-bert/bert-base-cased`](https://huggingface.co/google-bert/bert-base-cased) | [`google-bert/bert-base-cased`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/google-bert/bert-base-cased/bert4torch_config.json) | | | bert-base-uncased| google-bert | [`google-bert/bert-base-uncased`](https://huggingface.co/google-bert/bert-base-uncased) | [`google-bert/bert-base-uncased`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/google-bert/bert-base-uncased/bert4torch_config.json) | | | [MacBERT](https://github.com/ymcui/MacBERT) | HFL| [`hfl/chinese-macbert-base`](https://huggingface.co/hfl/chinese-macbert-base)
[`hfl/chinese-macbert-large`](https://huggingface.co/hfl/chinese-macbert-large) |[`hfl/chinese-macbert-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-macbert-base/bert4torch_config.json)
[`hfl/chinese-macbert-large`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-macbert-large/bert4torch_config.json)| | | [WoBERT](https://github.com/ZhuiyiTechnology/WoBERT)| 追一科技|[`junnyu/wobert_chinese_base`](https://huggingface.co/junnyu/wobert_chinese_base)，[`junnyu/wobert_chinese_plus_base`](https://huggingface.co/junnyu/wobert_chinese_plus_base) |[`junnyu/wobert_chinese_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/wobert_chinese_base/bert4torch_config.json)
[`junnyu/wobert_chinese_plus_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/wobert_chinese_plus_base/bert4torch_config.json)| |roberta|[chinese-roberta-wwm-ext](https://github.com/ymcui/Chinese-BERT-wwm) | HFL | [`hfl/chinese-roberta-wwm-ext`](https://huggingface.co/hfl/chinese-roberta-wwm-ext)
[`hfl/chinese-roberta-wwm-ext-large`](https://huggingface.co/hfl/chinese-roberta-wwm-ext-large)
(large的mlm权重是随机初始化) |[`hfl/chinese-roberta-wwm-ext`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-roberta-wwm-ext/bert4torch_config.json)
[`hfl/chinese-roberta-wwm-ext-large`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-roberta-wwm-ext-large/bert4torch_config.json) | | |[roberta-small/tiny](https://github.com/ZhuiyiTechnology/pretrained-models)| 追一科技| [`Tongjilibo/chinese_roberta_L-4_H-312_A-12`](https://huggingface.co/Tongjilibo/chinese_roberta_L-4_H-312_A-12)
[`Tongjilibo/chinese_roberta_L-6_H-384_A-12`](https://huggingface.co/Tongjilibo/chinese_roberta_L-6_H-384_A-12) | | | |[roberta-base](https://github.com/facebookresearch/fairseq/tree/main/examples/roberta)| FacebookAI | [`FacebookAI/roberta-base`](https://huggingface.co/FacebookAI/roberta-base) | [`FacebookAI/roberta-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/FacebookAI/roberta-base/bert4torch_config.json) | | | [guwenbert](https://github.com/Ethan-yt/guwenbert) | ethanyt |[`ethanyt/guwenbert-base`](https://huggingface.co/ethanyt/guwenbert-base) | [`ethanyt/guwenbert-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/ethanyt/guwenbert-base/bert4torch_config.json)| | albert|[albert_zh](https://github.com/brightmart/albert_zh)
[albert_pytorch](https://github.com/lonePatient/albert_pytorch)| brightmart| [`voidful/albert_chinese_tiny`](https://huggingface.co/voidful/albert_chinese_tiny)
[`voidful/albert_chinese_small`](https://huggingface.co/voidful/albert_chinese_small)
[`voidful/albert_chinese_base`](https://huggingface.co/voidful/albert_chinese_base)
[`voidful/albert_chinese_large`](https://huggingface.co/voidful/albert_chinese_large)
[`voidful/albert_chinese_xlarge`](https://huggingface.co/voidful/albert_chinese_xlarge)
[`voidful/albert_chinese_xxlarge`](https://huggingface.co/voidful/albert_chinese_xxlarge) | [`voidful/albert_chinese_tiny`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/voidful/albert_chinese_tiny/bert4torch_config.json)
[`voidful/albert_chinese_small`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/voidful/albert_chinese_small/bert4torch_config.json)
[`voidful/albert_chinese_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/voidful/albert_chinese_base/bert4torch_config.json)
[`voidful/albert_chinese_large`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/voidful/albert_chinese_large/bert4torch_config.json)
[`voidful/albert_chinese_xlarge`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/voidful/albert_chinese_xlarge/bert4torch_config.json)
[`voidful/albert_chinese_xxlarge`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/voidful/albert_chinese_xxlarge/bert4torch_config.json)| | nezha|[NEZHA](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/NEZHA-PyTorch)
[NeZha_Chinese_PyTorch](https://github.com/lonePatient/NeZha_Chinese_PyTorch) | huawei_noah| [`sijunhe/nezha-cn-base`](https://huggingface.co/sijunhe/nezha-cn-base)
[`sijunhe/nezha-cn-large`](https://huggingface.co/sijunhe/nezha-cn-large)
[`sijunhe/nezha-base-wwm`](https://huggingface.co/sijunhe/nezha-base-wwm)
[`sijunhe/nezha-large-wwm`](https://huggingface.co/sijunhe/nezha-large-wwm) | [`sijunhe/nezha-cn-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/sijunhe/nezha-cn-base/bert4torch_config.json)
[`sijunhe/nezha-cn-large`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/sijunhe/nezha-cn-large/bert4torch_config.json)
[`sijunhe/nezha-base-wwm`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/sijunhe/nezha-base-wwm/bert4torch_config.json)
[`sijunhe/nezha-large-wwm`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/sijunhe/nezha-large-wwm/bert4torch_config.json)| | |[nezha_gpt_dialog](https://github.com/bojone/nezha_gpt_dialog)| bojone| [`Tongjilibo/nezha_gpt_dialog`](https://huggingface.co/Tongjilibo/nezha_gpt_dialog) | | | xlnet|[Chinese-XLNet](https://github.com/ymcui/Chinese-XLNet) | HFL | [`hfl/chinese-xlnet-base`](https://huggingface.co/hfl/chinese-xlnet-base) | [`hfl/chinese-xlnet-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-xlnet-base/bert4torch_config.json)| ||[tranformer_xl](https://github.com/kimiyoung/transformer-xl)|huggingface|[`transfo-xl/transfo-xl-wt103`](https://huggingface.co/transfo-xl/transfo-xl-wt103)|[`transfo-xl/transfo-xl-wt103`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/transfo-xl/transfo-xl-wt103/bert4torch_config.json)| |deberta| [Erlangshen-DeBERTa-v2](https://github.com/IDEA-CCNL/Fengshenbang-LM) | IDEA | [`IDEA-CCNL/Erlangshen-DeBERTa-v2-97M-Chinese`](https://huggingface.co/IDEA-CCNL/Erlangshen-DeBERTa-v2-97M-Chinese)
[`IDEA-CCNL/Erlangshen-DeBERTa-v2-320M-Chinese`](https://huggingface.co/IDEA-CCNL/Erlangshen-DeBERTa-v2-320M-Chinese)
[`IDEA-CCNL/Erlangshen-DeBERTa-v2-710M-Chinese`](https://huggingface.co/IDEA-CCNL/Erlangshen-DeBERTa-v2-710M-Chinese) |[`IDEA-CCNL/Erlangshen-DeBERTa-v2-97M-Chinese`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/IDEA-CCNL/Erlangshen-DeBERTa-v2-97M-Chinese/bert4torch_config.json)
[`IDEA-CCNL/Erlangshen-DeBERTa-v2-320M-Chinese`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/IDEA-CCNL/Erlangshen-DeBERTa-v2-320M-Chinese/bert4torch_config.json)
[`IDEA-CCNL/Erlangshen-DeBERTa-v2-710M-Chinese`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/IDEA-CCNL/Erlangshen-DeBERTa-v2-710M-Chinese/bert4torch_config.json) | | electra|[Chinese-ELECTRA](https://github.com/ymcui/Chinese-ELECTRA) | HFL |[`hfl/chinese-electra-base-discriminator`](https://huggingface.co/hfl/chinese-electra-base-discriminator) |[`hfl/chinese-electra-base-discriminator`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-electra-base-discriminator/bert4torch_config.json)| | ernie|[ernie](https://github.com/PaddlePaddle/ERNIE) | 百度文心| [`nghuyong/ernie-1.0-base-zh`](https://huggingface.co/nghuyong/ernie-1.0-base-zh)
[`nghuyong/ernie-3.0-base-zh`](https://huggingface.co/nghuyong/ernie-3.0-base-zh)| [`nghuyong/ernie-1.0-base-zh`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/nghuyong/ernie-1.0-base-zh/bert4torch_config.json)
[`nghuyong/ernie-3.0-base-zh`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/nghuyong/ernie-3.0-base-zh/bert4torch_config.json)| | roformer|[roformer](https://github.com/ZhuiyiTechnology/roformer)| 追一科技| [`junnyu/roformer_chinese_base`](https://huggingface.co/junnyu/roformer_chinese_base) |[`junnyu/roformer_chinese_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/roformer_chinese_base/bert4torch_config.json) | | |[roformer_v2](https://github.com/ZhuiyiTechnology/roformer-v2) | 追一科技| [`junnyu/roformer_v2_chinese_char_base`](https://huggingface.co/junnyu/roformer_v2_chinese_char_base)|[`junnyu/roformer_v2_chinese_char_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/roformer_v2_chinese_char_base/bert4torch_config.json) | | simbert|[simbert](https://github.com/ZhuiyiTechnology/simbert) | 追一科技|[`Tongjilibo/simbert-chinese-base`](https://huggingface.co/Tongjilibo/simbert-chinese-base)
[`Tongjilibo/simbert-chinese-small`](https://huggingface.co/Tongjilibo/simbert-chinese-small)
[`Tongjilibo/simbert-chinese-tiny`](https://huggingface.co/Tongjilibo/simbert-chinese-tiny) | | | |[simbert_v2/roformer-sim](https://github.com/ZhuiyiTechnology/roformer-sim) | 追一科技|[`junnyu/roformer_chinese_sim_char_base`](https://huggingface.co/junnyu/roformer_chinese_sim_char_base)
[`junnyu/roformer_chinese_sim_char_ft_base`](https://huggingface.co/junnyu/roformer_chinese_sim_char_ft_base)
[`junnyu/roformer_chinese_sim_char_small`](https://huggingface.co/junnyu/roformer_chinese_sim_char_small)
[`junnyu/roformer_chinese_sim_char_ft_small`](https://huggingface.co/junnyu/roformer_chinese_sim_char_ft_small) | [`junnyu/roformer_chinese_sim_char_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/roformer_chinese_sim_char_base/bert4torch_config.json)
[`junnyu/roformer_chinese_sim_char_ft_base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/roformer_chinese_sim_char_ft_base/bert4torch_config.json)
[`junnyu/roformer_chinese_sim_char_small`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/roformer_chinese_sim_char_small/bert4torch_config.json)
[`junnyu/roformer_chinese_sim_char_ft_small`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/junnyu/roformer_chinese_sim_char_ft_small/bert4torch_config.json) | | gau|[GAU-alpha](https://github.com/ZhuiyiTechnology/GAU-alpha) | 追一科技| [`Tongjilibo/chinese_GAU-alpha-char_L-24_H-768`](https://huggingface.co/Tongjilibo/chinese_GAU-alpha-char_L-24_H-768) | | |ModernBERT|[ModernBERT](https://huggingface.co/collections/answerdotai/modernbert-67627ad707a4acbf33c41deb)|answerdotai|[`answerdotai/ModernBERT-base`](https://huggingface.co/answerdotai/ModernBERT-base)
[`answerdotai/ModernBERT-large`](https://huggingface.co/answerdotai/ModernBERT-large)| [`answerdotai/ModernBERT-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/answerdotai/ModernBERT-base/bert4torch_config.json)
[`answerdotai/ModernBERT-large`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/answerdotai/ModernBERT-large/bert4torch_config.json) | | uie| [uie](https://github.com/universal-ie/UIE)
[uie_pytorch](https://github.com/HUSTAI/uie_pytorch) | 百度| [`Tongjilibo/uie-base`](https://huggingface.co/Tongjilibo/uie-base) | | | gpt |[CDial-GPT](https://github.com/thu-coai/CDial-GPT)| thu-coai| [`thu-coai/CDial-GPT_LCCC-base`](https://huggingface.co/thu-coai/CDial-GPT_LCCC-base)
[`thu-coai/CDial-GPT_LCCC-large`](https://huggingface.co/thu-coai/CDial-GPT_LCCC-large) | [`thu-coai/CDial-GPT_LCCC-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/thu-coai/CDial-GPT_LCCC-base/bert4torch_config.json)
[`thu-coai/CDial-GPT_LCCC-large`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/thu-coai/CDial-GPT_LCCC-large/bert4torch_config.json) | | | [cmp_lm(26亿)](https://github.com/TsinghuaAI/CPM-1-Generate)|清华 | [`TsinghuaAI/CPM-Generate`](https://huggingface.co/TsinghuaAI/CPM-Generate) | [` TsinghuaAI/CPM-Generate`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/TsinghuaAI/CPM-Generate/bert4torch_config.json) | | |[nezha_gen](https://github.com/huawei-noah/Pretrained-Language-Model/tree/master/NEZHA-Gen-TensorFlow)|huawei_noah|[`Tongjilibo/chinese_nezha_gpt_L-12_H-768_A-12`](https://huggingface.co/Tongjilibo/chinese_nezha_gpt_L-12_H-768_A-12)| | | [gpt2-chinese-cluecorpussmall](https://github.com/dbiir/UER-py/wiki/Modelzoo) |UER | [`uer/gpt2-chinese-cluecorpussmall`](https://huggingface.co/uer/gpt2-chinese-cluecorpussmall) | [`uer/gpt2-chinese-cluecorpussmall`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/uer/gpt2-chinese-cluecorpussmall/bert4torch_config.json)| | | [gpt2-ml](https://github.com/imcaspar/gpt2-ml) |imcaspar | [`Tongjilibo/gpt2-ml_15g_corpus`](https://huggingface.co/Tongjilibo/gpt2-ml_15g_corpus)
[`Tongjilibo/gpt2-ml_30g_corpus`](https://huggingface.co/Tongjilibo/gpt2-ml_30g_corpus)
[torch](https://github.com/ghosthamlet/gpt2-ml-torch), [BaiduYun(84dh)](https://pan.baidu.com/s/16tL4Bmoh6jPy0cOND0YyeA) | | | bart| [bart_base_chinese](https://github.com/fastnlp/CPT) |复旦fnlp| [`fnlp/bart-base-chinese`](https://huggingface.co/fnlp/bart-base-chinese)
[v1.0](https://huggingface.co/fnlp/bart-base-chinese/tree/v1.0)| [`fnlp/bart-base-chinese`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/fnlp/bart-base-chinese/bert4torch_config.json)
[`fnlp/bart-base-chinese-v1.0`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/fnlp/bart-base-chinese-v1.0/bert4torch_config.json) | | t5 | [t5](https://github.com/dbiir/UER-py/wiki/Modelzoo) | UER | [`uer/t5-small-chinese-cluecorpussmall`](https://huggingface.co/uer/t5-small-chinese-cluecorpussmall)
[`uer/t5-base-chinese-cluecorpussmall`](https://huggingface.co/uer/t5-base-chinese-cluecorpussmall) | [`uer/t5-base-chinese-cluecorpussmall`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/uer/t5-base-chinese-cluecorpussmall/bert4torch_config.json)
[`uer/t5-small-chinese-cluecorpussmall`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/uer/t5-small-chinese-cluecorpussmall/bert4torch_config.json)| | | mt5 | 谷歌| [`google/mt5-base`](https://huggingface.co/google/mt5-base)| [`google/mt5-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/google/mt5-base/bert4torch_config.json)| | | [t5_pegasus](https://github.com/ZhuiyiTechnology/t5-pegasus)| 追一科技| [`Tongjilibo/chinese_t5_pegasus_small`](https://huggingface.co/Tongjilibo/chinese_t5_pegasus_small)
[`Tongjilibo/chinese_t5_pegasus_base`](https://huggingface.co/Tongjilibo/chinese_t5_pegasus_base)| | | | [chatyuan](https://github.com/clue-ai/ChatYuan)| clue-ai |[`ClueAI/ChatYuan-large-v1`](https://huggingface.co/ClueAI/ChatYuan-large-v1)
[`ClueAI/ChatYuan-large-v2`](https://huggingface.co/ClueAI/ChatYuan-large-v2)| [`ClueAI/ChatYuan-large-v1`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/ClueAI/ChatYuan-large-v1/bert4torch_config.json)
[`ClueAI/ChatYuan-large-v2`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/ClueAI/ChatYuan-large-v2/bert4torch_config.json)| | | [PromptCLUE](https://github.com/clue-ai/PromptCLUE)| clue-ai | [`ClueAI/PromptCLUE-base`](https://huggingface.co/ClueAI/PromptCLUE-base) | [`ClueAI/PromptCLUE-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/ClueAI/PromptCLUE-base/bert4torch_config.json)| | chatglm | [ChatGLM-6B](https://github.com/THUDM/ChatGLM-6B) | THUDM | [`THUDM/chatglm-6b`](https://huggingface.co/THUDM/chatglm-6b)
[`THUDM/chatglm-6b-int8`](https://huggingface.co/THUDM/chatglm-6b-int8)
[`THUDM/chatglm-6b-int4`](https://huggingface.co/THUDM/chatglm-6b-int4)
[v0.1.0](https://huggingface.co/THUDM/chatglm-6b/tree/v0.1.0) | [`THUDM/chatglm-6b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm-6b/bert4torch_config.json)
[`THUDM/chatglm-6b-int8`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm-6b-int8/bert4torch_config.json)
[`THUDM/chatglm-6b-int4`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm-6b-int4/bert4torch_config.json)
[`THUDM/chatglm-6b-v0.1.0`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm-6b-v0.1.0/bert4torch_config.json) | | |[ChatGLM2-6B](https://github.com/THUDM/ChatGLM2-6B) | THUDM | [`THUDM/chatglm2-6b`](https://huggingface.co/THUDM/chatglm2-6b)
[`THUDM/chatglm2-6b-int4`](https://huggingface.co/THUDM/chatglm2-6b-int4)
[`THUDM/chatglm2-6b-32k`](https://huggingface.co/THUDM/chatglm2-6b-32k) | [`THUDM/chatglm2-6b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm2-6b/bert4torch_config.json)
[`THUDM/chatglm2-6b-int4`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm2-6b-int4/bert4torch_config.json)
[`THUDM/chatglm2-6b-32k`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm2-6b-32k/bert4torch_config.json) | | |[ChatGLM3](https://github.com/THUDM/ChatGLM3) | THUDM | [`THUDM/chatglm3-6b`](https://huggingface.co/THUDM/chatglm3-6b)
[`THUDM/chatglm3-6b-32k`](https://huggingface.co/THUDM/chatglm3-6b-32k) | [`THUDM/chatglm3-6b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm3-6b/bert4torch_config.json)
[`THUDM/chatglm3-6b-32k`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/chatglm3-6b-32k/bert4torch_config.json) | | |[GLM-4](https://github.com/THUDM/GLM-4) | THUDM | [`THUDM/glm-4-9b`](https://huggingface.co/THUDM/glm-4-9b)
[`THUDM/glm-4-9b-chat`](https://huggingface.co/THUDM/glm-4-9b-chat)
[`THUDM/glm-4-9b-chat-1m`](https://huggingface.co/THUDM/glm-4-9b-chat-1m)
[`THUDM/glm-4v-9b`](https://huggingface.co/THUDM/glm-4v-9b)
[`THUDM/GLM-4-9B-0414`](https://huggingface.co/THUDM/GLM-4-9B-0414)
[`THUDM/GLM-Z1-9B-0414`](https://huggingface.co/THUDM/GLM-Z1-9B-0414) | [`THUDM/glm-4-9b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/glm-4-9b/bert4torch_config.json)
[`THUDM/glm-4-9b-chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/glm-4-9b-chat/bert4torch_config.json)
[`THUDM/glm-4-9b-chat-1m`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/glm-4-9b-chat-1m/bert4torch_config.json)
[`THUDM/glm-4v-9b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/THUDM/glm-4v-9b/bert4torch_config.json)


| | llama | [llama](https://github.com/facebookresearch/llama) | meta| | [`meta-llama/llama-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/llama-7b/bert4torch_config.json)
[`meta-llama/llama-13b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/llama-13b/bert4torch_config.json)| | | [llama-2](https://github.com/facebookresearch/llama) | meta| [meta-llama/Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf)
[meta-llama/Llama-2-7b-chat-hf](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf)
[meta-llama/Llama-2-13b-hf](https://huggingface.co/meta-llama/Llama-2-13b-hf)
[meta-llama/Llama-2-13b-chat-hf](https://huggingface.co/meta-llama/Llama-2-13b-chat-hf) | [`meta-llama/Llama-2-7b-hf`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-2-7b-hf/bert4torch_config.json)
[`meta-llama/Llama-2-7b-chat-hf`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-2-7b-chat-hf/bert4torch_config.json)
[`meta-llama/Llama-2-13b-hf`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-2-13b-hf/bert4torch_config.json)
[`meta-llama/Llama-2-13b-chat-hf`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-2-13b-chat-hf/bert4torch_config.json)| | | [llama-3](https://github.com/meta-llama/llama3) | meta| [`meta-llama/Meta-Llama-3-8B`](https://huggingface.co/meta-llama/Meta-Llama-3-8B)
[`meta-llama/Meta-Llama-3-8B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct) | [`meta-llama/Meta-Llama-3-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Meta-Llama-3-8B/bert4torch_config.json)
[`meta-llama/Meta-Llama-3-8B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Meta-Llama-3-8B-Instruct/bert4torch_config.json)| | | [llama-3.1](https://github.com/meta-llama/llama-models) | meta | [`meta-llama/Meta-Llama-3.1-8B`](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B)
[`meta-llama/Meta-Llama-3.1-8B-Instruct`](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) | [`meta-llama/Meta-Llama-3.1-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Meta-Llama-3.1-8B/bert4torch_config.json)
[`meta-llama/Meta-Llama-3.1-8B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Meta-Llama-3.1-8B-Instruct/bert4torch_config.json) | | | [llama-3.2](https://github.com/meta-llama/llama-models) | meta | [`meta-llama/Llama-3.2-1B`](https://huggingface.co/meta-llama/Llama-3.2-1B)
[`meta-llama/Llama-3.2-1B-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct)
[`meta-llama/Llama-3.2-3B`](https://huggingface.co/meta-llama/Llama-3.2-3B)
[`meta-llama/Llama-3.2-3B-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) | [`meta-llama/Llama-3.2-1B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-3.2-1B/bert4torch_config.json)
[`meta-llama/Llama-3.2-1B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-3.2-1B-Instruct/bert4torch_config.json)
[`meta-llama/Llama-3.2-3B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-3.2-3B/bert4torch_config.json)
[`meta-llama/Llama-3.2-3B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-3.2-3B-Instruct/bert4torch_config.json) | | | [llama-3.2-vision](https://github.com/meta-llama/llama-models) | meta | [`meta-llama/Llama-3.2-11B-Vision`](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision)
[`meta-llama/Llama-3.2-11B-Vision-Instruct`](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct) | [`meta-llama/Llama-3.2-11B-Vision`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-3.2-11B-Vision/bert4torch_config.json)
[`meta-llama/Llama-3.2-11B-Vision-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/meta-llama/Llama-3.2-11B-Vision-Instruct/bert4torch_config.json) | |llama-series| [Chinese-LLaMA-Alpaca](https://github.com/ymcui/Chinese-LLaMA-Alpaca)|HFL| [`hfl/chinese-alpaca-plus-lora-7b`](https://huggingface.co/hfl/chinese-alpaca-plus-lora-7b)
[`hfl/chinese-llama-plus-lora-7b`](https://huggingface.co/hfl/chinese-llama-plus-lora-7b)
(使用前需要合并lora权重) |[`hfl/chinese-alpaca-plus-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-alpaca-plus-7b/bert4torch_config.json)
[`hfl/chinese-llama-plus-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/hfl/chinese-llama-plus-7b/bert4torch_config.json)| | | [Chinese-LLaMA-Alpaca-2](https://github.com/ymcui/Chinese-LLaMA-Alpaca-2)|HFL| |待添加| | | [Chinese-LLaMA-Alpaca-3](https://github.com/ymcui/Chinese-LLaMA-Alpaca-3)|HFL| |待添加| | | [Belle_llama](https://github.com/LianjiaTech/BELLE)| LianjiaTech|[BelleGroup/BELLE-LLaMA-7B-2M-enc](https://huggingface.co/BelleGroup/BELLE-LLaMA-7B-2M-enc) | [合成说明](https://github.com/LianjiaTech/BELLE/tree/main/models)、[`BelleGroup/BELLE-LLaMA-7B-2M-enc`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BelleGroup/BELLE-LLaMA-7B-2M-enc)| | | [Ziya](https://github.com/IDEA-CCNL/Fengshenbang-LM) | IDEA-CCNL | [IDEA-CCNL/Ziya-LLaMA-13B-v1](https://huggingface.co/IDEA-CCNL/Ziya-LLaMA-13B-v1)
[IDEA-CCNL/Ziya-LLaMA-13B-v1.1](https://huggingface.co/IDEA-CCNL/Ziya-LLaMA-13B-v1.1)
[IDEA-CCNL/Ziya-LLaMA-13B-Pretrain-v1](https://huggingface.co/IDEA-CCNL/Ziya-LLaMA-13B-Pretrain-v1) | [`IDEA-CCNL/Ziya-LLaMA-13B-v1`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/IDEA-CCNL/Ziya-LLaMA-13B-v1/bert4torch_config.json)
[`IDEA-CCNL/Ziya-LLaMA-13B-v1.1`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/IDEA-CCNL/Ziya-LLaMA-13B-v1.1/bert4torch_config.json) | | | [vicuna](https://github.com/lm-sys/FastChat) | lmsys| [`lmsys/vicuna-7b-v1.5`](https://huggingface.co/lmsys/vicuna-7b-v1.5) | [`lmsys/vicuna-7b-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/lmsys/vicuna-7b-v1.5/bert4torch_config.json)| |Baichuan| [Baichuan](https://github.com/baichuan-inc/Baichuan) | baichuan-inc | [`baichuan-inc/Baichuan-7B`](https://huggingface.co/baichuan-inc/Baichuan-7B)
[`baichuan-inc/Baichuan-13B-Base`](https://huggingface.co/baichuan-inc/Baichuan-13B-Base)
[`baichuan-inc/Baichuan-13B-Chat`](https://huggingface.co/baichuan-inc/Baichuan-13B-Chat) | [`baichuan-inc/Baichuan-7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan-7B/bert4torch_config.json)
[`baichuan-inc/Baichuan-13B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan-13B-Base/bert4torch_config.json)
[`baichuan-inc/Baichuan-13B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan-13B-Chat/bert4torch_config.json) | | | [Baichuan2](https://github.com/baichuan-inc/Baichuan2) | baichuan-inc | [`baichuan-inc/Baichuan2-7B-Base`](https://huggingface.co/baichuan-inc/Baichuan2-7B-Base)
[`baichuan-inc/Baichuan2-7B-Chat`](https://huggingface.co/baichuan-inc/Baichuan2-7B-Chat)
[`baichuan-inc/Baichuan2-13B-Base`](https://huggingface.co/baichuan-inc/Baichuan2-13B-Base)
[`baichuan-inc/Baichuan2-13B-Chat`](https://huggingface.co/baichuan-inc/Baichuan2-13B-Chat) | [`baichuan-inc/Baichuan2-7B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan2-7B-Base/bert4torch_config.json)
[`baichuan-inc/Baichuan2-7B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan2-7B-Chat/bert4torch_config.json)
[`baichuan-inc/Baichuan2-13B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan2-13B-Base/bert4torch_config.json)
[`baichuan-inc/Baichuan2-13B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baichuan-inc/Baichuan2-13B-Chat/bert4torch_config.json) | | Yi | [Yi](https://github.com/01-ai/Yi) | 01-ai| [`01-ai/Yi-6B`](https://huggingface.co/01-ai/Yi-6B)
[`01-ai/Yi-6B-200K`](https://huggingface.co/01-ai/Yi-6B-200K)
[`01-ai/Yi-9B`](https://huggingface.co/01-ai/Yi-9B)
[`01-ai/Yi-9B-200K`](https://huggingface.co/01-ai/Yi-9B-200K) | [`01-ai/Yi-6B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-6B/bert4torch_config.json)
[`01-ai/Yi-6B-200K`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-6B-200K/bert4torch_config.json)
[`01-ai/Yi-9B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-9B/bert4torch_config.json)
[`01-ai/Yi-9B-200K`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-9B-200K/bert4torch_config.json) | | | [Yi-1.5](https://github.com/01-ai/Yi-1.5) | 01-ai| [`01-ai/Yi-1.5-6B`](https://huggingface.co/01-ai/Yi-1.5-6B)
[`01-ai/Yi-1.5-6B-Chat`](https://huggingface.co/01-ai/Yi-1.5-6B-Chat)
[`01-ai/Yi-1.5-9B`](https://huggingface.co/01-ai/Yi-1.5-9B)
[`01-ai/Yi-1.5-9B-32K`](https://huggingface.co/01-ai/Yi-1.5-9B-32K)
[`01-ai/Yi-1.5-9B-Chat`](https://huggingface.co/01-ai/Yi-1.5-9B-Chat)
[`01-ai/Yi-1.5-9B-Chat-16K`](https://huggingface.co/01-ai/Yi-1.5-9B-Chat-16K) | [`01-ai/Yi-1.5-6B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-1.5-6B/bert4torch_config.json)
[`01-ai/Yi-1.5-6B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-1.5-6B-Chat/bert4torch_config.json)
[`01-ai/Yi-1.5-9B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-1.5-9B/bert4torch_config.json)
[`01-ai/Yi-1.5-9B-32K`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-1.5-9B-32K/bert4torch_config.json)
[`01-ai/Yi-1.5-9B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-1.5-9B-Chat)
[`01-ai/Yi-1.5-9B-Chat-16K`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/01-ai/Yi-1.5-9B-Chat-16K/bert4torch_config.json) | | bloom |[bloom](https://github.com/bigscience-workshop/xmtf) | bigscience | [`bigscience/bloom-560m`](https://huggingface.co/bigscience/bloom-560m)
[`bigscience/bloomz-560m`](https://huggingface.co/bigscience/bloomz-560m) | [`bigscience/bloom-560m`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/bigscience/bloom-560m/bert4torch_config.json)
[`bigscience/bloomz-560m`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/bigscience/bloomz-560m/bert4torch_config.json) | | Qwen |[Qwen](https://github.com/QwenLM/Qwen) | 阿里云 | [`Qwen/Qwen-1_8B`](https://huggingface.co/Qwen/Qwen-1_8B)
[`Qwen/Qwen-1_8B-Chat`](https://huggingface.co/Qwen/Qwen-1_8B-Chat)
[`Qwen/Qwen-7B`](https://huggingface.co/Qwen/Qwen-7B)
[`Qwen/Qwen-7B-Chat`](https://huggingface.co/Qwen/Qwen-7B-Chat)
[`Qwen/Qwen-14B`](https://huggingface.co/Qwen/Qwen-14B)
[`Qwen/Qwen-14B-Chat`](https://huggingface.co/Qwen/Qwen-14B-Chat) | [`Qwen/Qwen-1_8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen-1_8B/bert4torch_config.json)
[`Qwen/Qwen-1_8B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen-1_8B-Chat/bert4torch_config.json)
[`Qwen/Qwen-7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen-7B/bert4torch_config.json)
[`Qwen/Qwen-7B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen-7B-Chat/bert4torch_config.json)
[`Qwen/Qwen-14B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen-14B/bert4torch_config.json)
[`Qwen/Qwen-14B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen-14B-Chat/bert4torch_config.json) | ||[Qwen1.5](https://github.com/QwenLM/Qwen1.5)|阿里云|[`Qwen/Qwen1.5-0.5B`](https://huggingface.co/Qwen/Qwen1.5-0.5B)
[`Qwen/Qwen1.5-0.5B-Chat`](https://huggingface.co/Qwen/Qwen1.5-0.5B-Chat)
[`Qwen/Qwen1.5-1.8B`](https://huggingface.co/Qwen/Qwen1.5-1.8B)
[`Qwen/Qwen1.5-1.8B-Chat`](https://huggingface.co/Qwen/Qwen1.5-1.8B-Chat)
[`Qwen/Qwen1.5-7B`](https://huggingface.co/Qwen/Qwen1.5-7B)
[`Qwen/Qwen1.5-7B-Chat`](https://huggingface.co/Qwen/Qwen1.5-7B-Chat)
[`Qwen/Qwen1.5-14B`](https://huggingface.co/Qwen/Qwen1.5-14B)
[`Qwen/Qwen1.5-14B-Chat`](https://huggingface.co/Qwen/Qwen1.5-14B-Chat) | [`Qwen/Qwen1.5-0.5B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-0.5B/bert4torch_config.json)
[`Qwen/Qwen1.5-0.5B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-0.5B-Chat/bert4torch_config.json)
[`Qwen/Qwen1.5-1.8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-1.8B/bert4torch_config.json)
[`Qwen/Qwen1.5-1.8B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-1.8B-Chat/bert4torch_config.json)
[`Qwen/Qwen1.5-7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-7B/bert4torch_config.json)
[`Qwen/Qwen1.5-7B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-7B-Chat/bert4torch_config.json)
[`Qwen/Qwen1.5-14B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-14B/bert4torch_config.json)
[`Qwen/Qwen1.5-14B-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen1.5-14B-Chat/bert4torch_config.json)| ||[Qwen2](https://github.com/QwenLM/Qwen2)|阿里云|[`Qwen/Qwen2-0.5B`](https://huggingface.co/Qwen/Qwen2-0.5B)
[`Qwen/Qwen2-0.5B-Instruct`](https://huggingface.co/Qwen/Qwen2-0.5B-Instruct)
[`Qwen/Qwen2-1.5B`](https://huggingface.co/Qwen/Qwen2-1.5B)
[`Qwen/Qwen2-1.5B-Instruct`](https://huggingface.co/Qwen/Qwen2-1.5B-Instruct)
[`Qwen/Qwen2-7B`](https://huggingface.co/Qwen/Qwen2-7B)
[`Qwen/Qwen2-7B-Instruct`](https://huggingface.co/Qwen/Qwen2-7B-Instruct) | [`Qwen/Qwen2-0.5B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-0.5B/bert4torch_config.json)
[`Qwen/Qwen2-0.5B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-0.5B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2-1.5B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-1.5B/bert4torch_config.json)
[`Qwen/Qwen2-1.5B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-1.5B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2-7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-7B/bert4torch_config.json)
[`Qwen/Qwen2-7B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-7B-Instruct/bert4torch_config.json)| ||[Qwen2-VL](https://github.com/QwenLM/Qwen2-VL)|阿里云|[`Qwen/Qwen2-VL-2B-Instruct`](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct)
[`Qwen/Qwen2-VL-7B-Instruct`](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct) | [`Qwen/Qwen2-VL-2B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-VL-2B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2-VL-7B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2-VL-7B-Instruct/bert4torch_config.json)| ||[Qwen2.5](https://github.com/QwenLM/Qwen2.5)|阿里云|[`Qwen/Qwen2.5-0.5B`](https://huggingface.co/Qwen/Qwen2.5-0.5B)
[`Qwen/Qwen2.5-0.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct)
[`Qwen/Qwen2.5-1.5B`](https://huggingface.co/Qwen/Qwen2.5-1.5B)
[`Qwen/Qwen2.5-1.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct)
[`Qwen/Qwen2.5-3B`](https://huggingface.co/Qwen/Qwen2.5-3B)
[`Qwen/Qwen2.5-3B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-3B-Instruct)
[`Qwen/Qwen2.5-7B`](https://huggingface.co/Qwen/Qwen2.5-7B)
[`Qwen/Qwen2.5-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)
[`Qwen/Qwen2.5-14B`](https://huggingface.co/Qwen/Qwen2.5-14B)
[`Qwen/Qwen2.5-14B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct) | [`Qwen/Qwen2.5-0.5B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-0.5B/bert4torch_config.json)
[`Qwen/Qwen2.5-0.5B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-0.5B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2.5-1.5B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-1.5B/bert4torch_config.json)
[`Qwen/Qwen2.5-1.5B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-1.5B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2.5-3B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-3B/bert4torch_config.json)
[`Qwen/Qwen2.5-3B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-3B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2.5-7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-7B/bert4torch_config.json)
[`Qwen/Qwen2.5-7B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-7B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2.5-14B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-14B/bert4torch_config.json)
[`Qwen/Qwen2.5-14B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-14B-Instruct/bert4torch_config.json)| ||[Qwen2.5-VL](https://github.com/QwenLM/Qwen2.5-VL)|阿里云|[`Qwen/Qwen2.5-VL-3B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct)
[`Qwen/Qwen2.5-VL-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) | [`Qwen/Qwen2.5-VL-3B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-VL-3B-Instruct/bert4torch_config.json)
[`Qwen/Qwen2.5-VL-7B-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen2.5-VL-7B-Instruct/bert4torch_config.json)| ||[Qwen3](https://github.com/QwenLM/Qwen3)|阿里云|[`Qwen/Qwen3-0.6B-Base`](https://huggingface.co/Qwen/Qwen3-0.6B-Base)
[`Qwen/Qwen3-0.6B`](https://huggingface.co/Qwen/Qwen3-0.6B)
[`Qwen/Qwen3-1.7B-Base`](https://huggingface.co/Qwen/Qwen3-1.7B-Base)
[`Qwen/Qwen3-1.7B`](https://huggingface.co/Qwen/Qwen3-1.7B)
[`Qwen/Qwen3-4B-Base`](https://huggingface.co/Qwen/Qwen3-4B-Base)
[`Qwen/Qwen3-4B`](https://huggingface.co/Qwen/Qwen3-4B)
[`Qwen/Qwen3-8B-Base`](https://huggingface.co/Qwen/Qwen3-8B-Base)
[`Qwen/Qwen3-8B`](https://huggingface.co/Qwen/Qwen3-8B)
[`Qwen/Qwen3-14B-Base`](https://huggingface.co/Qwen/Qwen3-14B-Base)
[`Qwen/Qwen3-14B`](https://huggingface.co/Qwen/Qwen3-14B)
[`Qwen/Qwen3-32B`](https://huggingface.co/Qwen/Qwen3-32B)| [`Qwen/Qwen3-0.6B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-0.6B-Base/bert4torch_config.json)
[`Qwen/Qwen3-0.6B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-0.6B/bert4torch_config.json)
[`Qwen/Qwen3-1.7B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-1.7B-Base/bert4torch_config.json)
[`Qwen/Qwen3-1.7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-1.7B/bert4torch_config.json)
[`Qwen/Qwen3-4B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-4B-Base/bert4torch_config.json)
[`Qwen/Qwen3-4B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-4B/bert4torch_config.json)
[`Qwen/Qwen3-8B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-8B-Base/bert4torch_config.json)
[`Qwen/Qwen3-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-8B/bert4torch_config.json)
[`Qwen/Qwen3-14B-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-14B-Base/bert4torch_config.json)
[`Qwen/Qwen3-14B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-14B/bert4torch_config.json)
[`Qwen/Qwen3-32B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-32B/bert4torch_config.json)| ||[Qwen3-Embedding](https://github.com/QwenLM/Qwen3)|阿里云|[`Qwen/Qwen3-Embedding-0.6B`](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B)
[`Qwen/Qwen3-Embedding-4B`](https://huggingface.co/Qwen/Qwen3-Embedding-4B)
[`Qwen/Qwen3-Embedding-8B`](https://huggingface.co/Qwen/Qwen3-Embedding-8B) | [`Qwen3-Embedding-0.6B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-Embedding-0.6B/bert4torch_config.json)
[`Qwen3-Embedding-4B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-Embedding-4B/bert4torch_config.json)
[`Qwen3-Embedding-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/Qwen/Qwen3-Embedding-8B/bert4torch_config.json)
| ||[Qwen3-Reranker](https://github.com/QwenLM/Qwen3)|阿里云| [`Qwen/Qwen3-Reranker-0.6B`](https://huggingface.co/Qwen/Qwen3-Reranker-0.6B)
[`Qwen/Qwen3-Reranker-4B`](https://huggingface.co/Qwen/Qwen3-Reranker-4B)
[`Qwen/Qwen3-Reranker-8B`](https://huggingface.co/Qwen/Qwen3-Reranker-8B) | [`Qwen/Qwen3-Reranker-0.6B`](https://huggingface.co/Tongjilibo/bert4torch_config/tree/main/Qwen/Qwen3-Reranker-0.6B)
[`Qwen/Qwen3-Reranker-4B`](https://huggingface.co/Tongjilibo/bert4torch_config/tree/main/Qwen/Qwen3-Reranker-4B)
[`Qwen/Qwen3-Reranker-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/tree/main/Qwen/Qwen3-Reranker-8B) | | InternLM|[InternLM](https://github.com/InternLM/InternLM) | 上海人工智能实验室 | [`internlm/internlm-7b`](https://huggingface.co/internlm/internlm-7b)
[`internlm/internlm-chat-7b`](https://huggingface.co/internlm/internlm-chat-7b) | [`internlm/internlm-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm-7b/bert4torch_config.json)
[`internlm/internlm-chat-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm-chat-7b/bert4torch_config.json)| | |[InternLM2](https://huggingface.co/collections/internlm/internlm2-65b0ce04970888799707893c) | 上海人工智能实验室 | [`internlm/internlm2-1_8b`](https://huggingface.co/internlm/internlm2-1_8b)
[`internlm/internlm2-chat-1_8b`](https://huggingface.co/internlm/internlm2-chat-1_8b)
[`internlm/internlm2-7b`](https://huggingface.co/internlm/internlm2-7b)
[`internlm/internlm2-chat-7b`](https://huggingface.co/internlm/internlm2-chat-7b)
[`internlm/internlm2-20b`](https://huggingface.co/internlm/internlm2-20b)
[`internlm/internlm2-chat-20b`](https://huggingface.co/internlm/internlm2-chat-20b) | [`internlm/internlm2-1_8b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2-1_8b/bert4torch_config.json)
[`internlm/internlm2-chat-1_8b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2-chat-1_8b/bert4torch_config.json)
[`internlm/internlm2-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2-7b/bert4torch_config.json)
[`internlm/internlm2-chat-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2-chat-7b/bert4torch_config.json)| | |[InternLM2.5](https://huggingface.co/collections/internlm/internlm25-66853f32717072d17581bc13) | 上海人工智能实验室 | [`internlm/internlm2_5-7b`](https://huggingface.co/internlm/internlm2_5-7b)
[`internlm/internlm2_5-7b-chat`](https://huggingface.co/internlm/internlm2_5-7b-chat)
[`internlm/internlm2_5-7b-chat-1m`](https://huggingface.co/internlm/internlm2_5-7b-chat-1m) | [`internlm/internlm2_5-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2_5-7b/bert4torch_config.json)
[`internlm/internlm2_5-7b-chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2_5-7b-chat/bert4torch_config.json)
[`internlm/internlm2_5-7b-chat-1m`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm2_5-7b-chat-1m/bert4torch_config.json) | | |[InternLM3](https://huggingface.co/collections/internlm/internlm3-67875827c377690c01a9131d) | 上海人工智能实验室 | [`internlm/internlm3-8b-instruct`](https://huggingface.co/internlm/internlm3-8b-instruct) | [`internlm/internlm3-8b-instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/internlm/internlm3-8b-instruct/bert4torch_config.json) | | InternVL |[InternVL 1.0-1.5](https://github.com/OpenGVLab/InternVL) | 上海人工智能实验室 | [`OpenGVLab/Mini-InternVL-Chat-4B-V1-5`](https://huggingface.co/OpenGVLab/Mini-InternVL-Chat-4B-V1-5)
[`OpenGVLab/Mini-InternVL-Chat-2B-V1-5`](https://huggingface.co/OpenGVLab/Mini-InternVL-Chat-2B-V1-5) | 待添加 | | |[InternVL 2.0](https://github.com/OpenGVLab/InternVL) | 上海人工智能实验室 | [`OpenGVLab/InternVL2-1B`](https://huggingface.co/OpenGVLab/InternVL2-1B)
[`OpenGVLab/InternVL2-2B`](https://huggingface.co/OpenGVLab/InternVL2-2B)
[`OpenGVLab/InternVL2-4B`](https://huggingface.co/OpenGVLab/InternVL2-4B)
[`OpenGVLab/InternVL2-8B`](https://huggingface.co/OpenGVLab/InternVL2-8B) | 待添加 | | |[InternVL 2.5](https://github.com/OpenGVLab/InternVL) | 上海人工智能实验室 | [`OpenGVLab/InternVL2_5-1B`](https://huggingface.co/OpenGVLab/InternVL2_5-1B)
[`OpenGVLab/InternVL2_5-2B`](https://huggingface.co/OpenGVLab/InternVL2_5-2B)
[`OpenGVLab/InternVL2_5-4B`](https://huggingface.co/OpenGVLab/InternVL2_5-4B)
[`OpenGVLab/InternVL2_5-8B`](https://huggingface.co/OpenGVLab/InternVL2_5-8B) | [`OpenGVLab/InternVL2_5-1B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/OpenGVLab/InternVL2_5-1B/bert4torch_config.json)
待添加
待添加
待添加 | | Falcon|[Falcon](https://huggingface.co/tiiuae) | tiiuae | [`tiiuae/falcon-rw-1b`](https://huggingface.co/tiiuae/falcon-rw-1b)
[`tiiuae/falcon-7b`](https://huggingface.co/tiiuae/falcon-7b)
[`tiiuae/falcon-7b-instruct`](https://huggingface.co/tiiuae/falcon-7b-instruct) | [`tiiuae/falcon-rw-1b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/tiiuae/falcon-rw-1b/bert4torch_config.json)
[`tiiuae/falcon-7b`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/tiiuae/falcon-7b/bert4torch_config.json)
[`tiiuae/falcon-7b-instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/tiiuae/falcon-7b-instruct/bert4torch_config.json) | | DeepSeek |[DeepSeek-MoE](https://github.com/deepseek-ai/DeepSeek-MoE)|深度求索| [`deepseek-ai/deepseek-moe-16b-base`](https://huggingface.co/deepseek-ai/deepseek-moe-16b-base)
[`deepseek-ai/deepseek-moe-16b-chat`](https://huggingface.co/deepseek-ai/deepseek-moe-16b-chat) | [`deepseek-ai/deepseek-moe-16b-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-moe-16b-base/bert4torch_config.json)
[`deepseek-ai/deepseek-moe-16b-chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-moe-16b-chat/bert4torch_config.json) | | |[DeepSeek-LLM](https://github.com/deepseek-ai/DeepSeek-LLM)|深度求索|[`deepseek-ai/deepseek-llm-7b-base`](https://huggingface.co/deepseek-ai/deepseek-llm-7b-base)
[`deepseek-ai/deepseek-llm-7b-chat`](https://huggingface.co/deepseek-ai/deepseek-llm-7b-chat) |[`deepseek-ai/deepseek-llm-7b-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-llm-7b-base/bert4torch_config.json)
[`deepseek-ai/deepseek-llm-7b-chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-llm-7b-chat/bert4torch_config.json)| | |[DeepSeek-V2](https://github.com/deepseek-ai/DeepSeek-V2)|深度求索|[`deepseek-ai/DeepSeek-V2-Lite`](https://huggingface.co/deepseek-ai/DeepSeek-V2-Lite)
[`deepseek-ai/DeepSeek-V2-Lite-Chat`](https://huggingface.co/deepseek-ai/DeepSeek-V2-Lite-Chat)|[`deepseek-ai/DeepSeek-V2-Lite`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-V2-Lite/bert4torch_config.json)
[`deepseek-ai/DeepSeek-V2-Lite-Chat`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-V2-Lite-Chat/bert4torch_config.json)| | |[DeepSeek-Coder](https://github.com/deepseek-ai/DeepSeek-Coder)|深度求索|[`deepseek-ai/deepseek-coder-1.3b-base`](https://huggingface.co/deepseek-ai/deepseek-coder-1.3b-base)
[`deepseek-ai/deepseek-coder-1.3b-instruct`](https://huggingface.co/deepseek-ai/deepseek-coder-1.3b-instruct)
[`deepseek-ai/deepseek-coder-6.7b-base`](https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base)
[`deepseek-ai/deepseek-coder-6.7b-instruct`](https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct)
[`deepseek-ai/deepseek-coder-7b-base-v1.5`](https://huggingface.co/deepseek-ai/deepseek-coder-7b-base-v1.5)
[`deepseek-ai/deepseek-coder-7b-instruct-v1.5`](https://huggingface.co/deepseek-ai/deepseek-coder-7b-instruct-v1.5) | [`deepseek-ai/deepseek-coder-1.3b-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-coder-1.3b-base/bert4torch_config.json)
[`deepseek-ai/deepseek-coder-1.3b-instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-coder-1.3b-instruct/bert4torch_config.json)
[`deepseek-ai/deepseek-coder-6.7b-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-coder-6.7b-base/bert4torch_config.json)
[`deepseek-ai/deepseek-coder-6.7b-instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-coder-6.7b-instruct/bert4torch_config.json)
[`deepseek-ai/deepseek-coder-7b-base-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-coder-7b-base-v1.5/bert4torch_config.json)
[`deepseek-ai/deepseek-coder-7b-instruct-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-coder-7b-instruct-v1.5/bert4torch_config.json)| | |[DeepSeek-Coder-V2](https://github.com/deepseek-ai/DeepSeek-Coder-V2)|深度求索|[`deepseek-ai/DeepSeek-Coder-V2-Lite-Base`](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Base)
[`deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct`](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct) | [`deepseek-ai/DeepSeek-Coder-V2-Lite-Base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-Coder-V2-Lite-Base/bert4torch_config.json)
[`deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct/bert4torch_config.json)| | |[DeepSeek-Math](https://github.com/deepseek-ai/DeepSeek-Math)|深度求索|[`deepseek-ai/deepseek-math-7b-base`](https://huggingface.co/deepseek-ai/deepseek-ai/deepseek-math-7b-base)
[`deepseek-ai/deepseek-math-7b-instruct`](https://huggingface.co/deepseek-ai/deepseek-math-7b-instruct)
[`deepseek-ai/deepseek-math-7b-rl`](https://huggingface.co/deepseek-ai/deepseek-math-7b-rl) | [`deepseek-ai/deepseek-math-7b-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-math-7b-base/bert4torch_config.json)
[`deepseek-ai/deepseek-math-7b-instruct`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-math-7b-instruct/bert4torch_config.json)
[`deepseek-ai/deepseek-math-7b-rl`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/deepseek-math-7b-rl/bert4torch_config.json)| | |[DeepSeek-R1](https://huggingface.co/collections/deepseek-ai/deepseek-r1-678e1e131c0169c0bc89728d) | 深度求索 | [`deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B)
[`deepseek-ai/DeepSeek-R1-Distill-Qwen-7B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
[`deepseek-ai/DeepSeek-R1-Distill-Llama-8B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B)
[`deepseek-ai/DeepSeek-R1-Distill-Qwen-14B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B)
[`deepseek-ai/DeepSeek-R1-Distill-Qwen-32B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B)
[`deepseek-ai/DeepSeek-R1-0528-Qwen3-8B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528-Qwen3-8B) | [`deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B/bert4torch_config.json)
[`deepseek-ai/DeepSeek-R1-Distill-Qwen-7B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B/bert4torch_config.json)
[`deepseek-ai/DeepSeek-R1-Distill-Llama-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-R1-Distill-Llama-8B/bert4torch_config.json)
[`deepseek-ai/DeepSeek-R1-Distill-Qwen-14B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B/bert4torch_config.json)
[`deepseek-ai/DeepSeek-R1-Distill-Qwen-32B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B/bert4torch_config.json)
[`deepseek-ai/DeepSeek-R1-0528-Qwen3-8B`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/deepseek-ai/DeepSeek-R1-0528-Qwen3-8B/bert4torch_config.json)| | Ernie4_5 |[Ernie4_5](https://huggingface.co/collections/baidu/ernie-45-6861cd4c9be84540645f35c9)|百度|[`baidu/ERNIE-4.5-0.3B-Base-PT`](https://huggingface.co/baidu/ERNIE-4.5-0.3B-Base-PT)
[`baidu/ERNIE-4.5-0.3B-PT`](https://huggingface.co/baidu/ERNIE-4.5-0.3B-PT)
[`baidu/ERNIE-4.5-21B-A3B-Base-PT`](https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-Base-PT)
[`baidu/ERNIE-4.5-21B-A3B-PT`](https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-PT)
[`baidu/ERNIE-4.5-VL-28B-A3B-Base-PT`](https://huggingface.co/baidu/ERNIE-4.5-VL-28B-A3B-Base-PT)
[`baidu/ERNIE-4.5-VL-28B-A3B-PT`](https://huggingface.co/baidu/ERNIE-4.5-VL-28B-A3B-PT) | [`baidu/ERNIE-4.5-0.3B-PT`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/baidu/ERNIE-4.5-0.3B-PT/bert4torch_config.json)





| | MiniCPM |[MiniCPM](https://github.com/OpenBMB/MiniCPM)|OpenBMB|[`openbmb/MiniCPM-2B-sft-bf16`](https://huggingface.co/openbmb/MiniCPM-2B-sft-bf16)
[`openbmb/MiniCPM-2B-dpo-bf16`](https://huggingface.co/openbmb/MiniCPM-2B-dpo-bf16)
[`openbmb/MiniCPM-2B-128k`](https://huggingface.co/openbmb/MiniCPM-2B-128k)
[`openbmb/MiniCPM-1B-sft-bf16`](https://huggingface.co/openbmb/MiniCPM-1B-sft-bf16) | [`openbmb/MiniCPM-2B-sft-bf16`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/openbmb/MiniCPM-2B-sft-bf16/bert4torch_config.json)
[`openbmb/MiniCPM-2B-dpo-bf16`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/openbmb/MiniCPM-2B-dpo-bf16/bert4torch_config.json)
[`openbmb/MiniCPM-2B-128k`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/openbmb/MiniCPM-2B-128k/bert4torch_config.json)
[`openbmb/MiniCPM-1B-sft-bf16`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/openbmb/MiniCPM-1B-sft-bf16/bert4torch_config.json) | | |[MiniCPM-o](https://github.com/OpenBMB/MiniCPM-o)|OpenBMB|[`openbmb/MiniCPM-Llama3-V-2_5`](https://huggingface.co/openbmb/MiniCPM-Llama3-V-2_5)
[`openbmb/MiniCPM-V-2_6`](https://huggingface.co/openbmb/MiniCPM-V-2_6)
[`openbmb/MiniCPM-o-2_6`](https://huggingface.co/openbmb/MiniCPM-o-2_6) | [`openbmb/MiniCPM-Llama3-V-2_5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/openbmb/MiniCPM-Llama3-V-2_5/bert4torch_config.json)
[`openbmb/MiniCPM-V-2_6`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/openbmb/MiniCPM-V-2_6/bert4torch_config.json)
待添加| | embedding| [text2vec-base-chinese](https://github.com/shibing624/text2vec) |shibing624| [`shibing624/text2vec-base-chinese`](https://huggingface.co/shibing624/text2vec-base-chinese) |[`shibing624/text2vec-base-chinese`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/shibing624/text2vec-base-chinese/bert4torch_config.json) | | | [m3e](https://github.com/wangyuxinwhy/uniem) |moka-ai| [`moka-ai/m3e-base`](https://huggingface.co/moka-ai/m3e-base) |[`moka-ai/m3e-base`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/moka-ai/m3e-base/bert4torch_config.json)| | | bge |BAAI| [`BAAI/bge-large-en-v1.5`](https://huggingface.co/BAAI/bge-large-en-v1.5)
[`BAAI/bge-large-zh-v1.5`](https://huggingface.co/BAAI/bge-large-zh-v1.5)
[`BAAI/bge-base-en-v1.5`](https://huggingface.co/BAAI/bge-base-en-v1.5)
[`BAAI/bge-base-zh-v1.5`](https://huggingface.co/BAAI/bge-base-zh-v1.5)
[`BAAI/bge-small-en-v1.5`](https://huggingface.co/BAAI/bge-small-en-v1.5)
[`BAAI/bge-small-zh-v1.5`](https://huggingface.co/BAAI/bge-small-zh-v1.5) | [`BAAI/bge-large-en-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BAAI/bge-large-en-v1.5/bert4torch_config.json)
[`BAAI/bge-large-zh-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BAAI/bge-large-zh-v1.5/bert4torch_config.json)
[`BAAI/bge-base-en-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BAAI/bge-base-en-v1.5/bert4torch_config.json)
[`BAAI/bge-base-zh-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BAAI/bge-base-zh-v1.5/bert4torch_config.json)
[`BAAI/bge-small-en-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BAAI/bge-small-en-v1.5/bert4torch_config.json)
[`BAAI/bge-small-zh-v1.5`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/BAAI/bge-small-zh-v1.5/bert4torch_config.json)| | | gte |thenlper| [`thenlper/gte-large-zh`](https://huggingface.co/thenlper/gte-large-zh)
[`thenlper/gte-base-zh`](https://huggingface.co/thenlper/gte-base-zh) | [`thenlper/gte-base-zh`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/thenlper/gte-base-zh/bert4torch_config.json)
[`thenlper/gte-large-zh`](https://huggingface.co/Tongjilibo/bert4torch_config/blob/main/thenlper/gte-large-zh/bert4torch_config.json)| *注： 1. `高亮格式`(如`bert-base-chinese`)的表示可直接`build_transformer_model()`联网下载 2. 国内镜像网站加速下载 - `HF_ENDPOINT=https://hf-mirror.com python your_script.py` - `export HF_ENDPOINT=https://hf-mirror.com`后再执行python代码 - 在python代码开头如下设置 ```python import os os.environ['HF_ENDPOINT'] = "https://hf-mirror.com" ``` ## 6. 鸣谢 - 感谢苏神实现的[bert4keras](https://github.com/bojone/bert4keras)，本实现有不少地方参考了bert4keras的源码，在此衷心感谢大佬的无私奉献; - 其次感谢项目[bert4pytorch](https://github.com/MuQiuJun-AI/bert4pytorch)，也是在该项目的指引下给了我用pytorch来复现bert4keras的想法和思路。 ## 7. 引用 ``` @misc{bert4torch, title={bert4torch}, author={Bo Li}, year={2022}, howpublished={\url{https://github.com/Tongjilibo/bert4torch}}, } ``` ## 8. 其他 - Wechat & Star History Chart - 微信群人数超过200个（有邀请限制），可添加个人微信拉群
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