+
+ 
+
- 
+ 
- 
+ 
- 
+ 
- 
+ 
- 
-[](README.md)
-[](README.zh.md)
-[](README.ja.md)
+[](README.md)
+[](README.zh.md)
+[](README.ja.md)
[**ドキュメント**](http://docs.dbgpt.cn/docs/overview/) | [**チームに連絡します**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**コミュニティ**](https://github.com/eosphoros-ai/community) | [**論文**](https://arxiv.org/pdf/2312.17449.pdf)
@@ -83,18 +86,20 @@ DB-GPTのアーキテクチャは以下の図に示されています：
- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgptsは、DB-GPT上で構築されたいくつかのデータアプリ、AWELオペレータ、AWELワークフローテンプレート、およびエージェントを含む公式リポジトリです。
#### Text2SQLファインチューニング
-- サポートされているLLM
- - [x] LLaMA
- - [x] LLaMA-2
- - [x] BLOOM
- - [x] BLOOMZ
- - [x] Falcon
- - [x] Baichuan
- - [x] Baichuan2
- - [x] InternLM
- - [x] Qwen
- - [x] XVERSE
- - [x] ChatGLM2
+
+ | LLM | Supported |
+ |:-----------:|:-----------:|
+ | LLaMA | ✅ |
+ | LLaMA-2 | ✅ |
+ | BLOOM | ✅ |
+ | BLOOMZ | ✅ |
+ | Falcon | ✅ |
+ | Baichuan | ✅ |
+ | Baichuan2 | ✅ |
+ | InternLM | ✅ |
+ | Qwen | ✅ |
+ | XVERSE | ✅ |
+ | ChatGLM2 | ✅ |
- SFT精度
2023年10月10日現在、このプロジェクトを使用して130億パラメータのオープンソースモデルをファインチューニングすることにより、SpiderデータセットでGPT-4を超える実行精度を達成しました！
@@ -173,64 +178,112 @@ DB-GPTのアーキテクチャは以下の図に示されています：
私たちは、LLaMA/LLaMA2、Baichuan、ChatGLM、Wenxin、Tongyi、Zhipuなど、オープンソースおよびAPIエージェントからの数十の大規模言語モデル（LLM）を含む幅広いモデルをサポートしています。
- ニュース
- - 🔥🔥🔥 [DeepSeek-R1-0528](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528)
- - 🔥🔥🔥 [DeepSeek-V3-0324](https://huggingface.co/deepseek-ai/DeepSeek-V3-0324)
- - 🔥🔥🔥 [Qwen3-235B-A22B](https://huggingface.co/Qwen/Qwen3-235B-A22B)
- - 🔥🔥🔥 [Qwen3-30B-A3B](https://huggingface.co/Qwen/Qwen3-30B-A3B)
- - 🔥🔥🔥 [Qwen3-32B](https://huggingface.co/Qwen/Qwen3-32B)
- - 🔥🔥🔥 [GLM-Z1-32B-0414](https://huggingface.co/THUDM/GLM-Z1-32B-0414)
- - 🔥🔥🔥 [GLM-4-32B-0414](https://huggingface.co/THUDM/GLM-4-32B-0414)
- - 🔥🔥🔥 [QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)
- - 🔥🔥🔥 [DeepSeek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1)
- - 🔥🔥🔥 [DeepSeek-V3](https://huggingface.co/deepseek-ai/DeepSeek-V3)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Llama-70B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-32B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-14B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B)
- - 🔥🔥🔥 [Qwen2.5-Coder-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-14B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-3B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-1.5B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-405B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)
- - 🔥🔥🔥 [gemma-2-27b-it](https://huggingface.co/google/gemma-2-27b-it)
- - 🔥🔥🔥 [gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it)
- - 🔥🔥🔥 [DeepSeek-Coder-V2-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Instruct)
- - 🔥🔥🔥 [DeepSeek-Coder-V2-Lite-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct)
- - 🔥🔥🔥 [Qwen2-57B-A14B-Instruct](https://huggingface.co/Qwen/Qwen2-57B-A14B-Instruct)
- - 🔥🔥🔥 [Qwen2-57B-A14B-Instruct](https://huggingface.co/Qwen/Qwen2-57B-A14B-Instruct)
- - 🔥🔥🔥 [Qwen2-72B-Instruct](https://huggingface.co/Qwen/Qwen2-72B-Instruct)
- - 🔥🔥🔥 [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)
- - 🔥🔥🔥 [Qwen2-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2-1.5B-Instruct)
- - 🔥🔥🔥 [Qwen2-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2-0.5B-Instruct)
- - 🔥🔥🔥 [glm-4-9b-chat](https://huggingface.co/THUDM/glm-4-9b-chat)
- - 🔥🔥🔥 [Phi-3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3)
- - 🔥🔥🔥 [Yi-1.5-34B-Chat](https://huggingface.co/01-ai/Yi-1.5-34B-Chat)
- - 🔥🔥🔥 [Yi-1.5-9B-Chat](https://huggingface.co/01-ai/Yi-1.5-9B-Chat)
- - 🔥🔥🔥 [Yi-1.5-6B-Chat](https://huggingface.co/01-ai/Yi-1.5-6B-Chat)
- - 🔥🔥🔥 [Qwen1.5-110B-Chat](https://huggingface.co/Qwen/Qwen1.5-110B-Chat)
- - 🔥🔥🔥 [Qwen1.5-MoE-A2.7B-Chat](https://huggingface.co/Qwen/Qwen1.5-MoE-A2.7B-Chat)
- - 🔥🔥🔥 [Meta-Llama-3-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)
- - 🔥🔥🔥 [CodeQwen1.5-7B-Chat](https://huggingface.co/Qwen/CodeQwen1.5-7B-Chat)
- - 🔥🔥🔥 [Qwen1.5-32B-Chat](https://huggingface.co/Qwen/Qwen1.5-32B-Chat)
- - 🔥🔥🔥 [Starling-LM-7B-beta](https://huggingface.co/Nexusflow/Starling-LM-7B-beta)
- - 🔥🔥🔥 [gemma-7b-it](https://huggingface.co/google/gemma-7b-it)
- - 🔥🔥🔥 [gemma-2b-it](https://huggingface.co/google/gemma-2b-it)
- - 🔥🔥🔥 [SOLAR-10.7B](https://huggingface.co/upstage/SOLAR-10.7B-Instruct-v1.0)
- - 🔥🔥🔥 [Mixtral-8x7B](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1)
- - 🔥🔥🔥 [Qwen-72B-Chat](https://huggingface.co/Qwen/Qwen-72B-Chat)
- - 🔥🔥🔥 [Yi-34B-Chat](https://huggingface.co/01-ai/Yi-34B-Chat)
+
+
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-
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-
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-
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@@ -39,11 +42,11 @@
-[](README.md)
-[](README.zh.md)
-[](README.ja.md)
+[](README.md)
+[](README.zh.md)
+[](README.ja.md)
-[**Documents**](http://docs.dbgpt.cn/docs/overview/) | [**Concat**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**Community**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
+[**Documents**](http://docs.dbgpt.cn/docs/overview/) | [**Contact Us**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**Community**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
@@ -82,18 +85,21 @@ The core capabilities include the following parts:
- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgpts is the official repository which contains some data apps、AWEL operators、AWEL workflow templates and agents which build upon DB-GPT.
#### Text2SQL Finetune
-- support llms
- - [x] LLaMA
- - [x] LLaMA-2
- - [x] BLOOM
- - [x] BLOOMZ
- - [x] Falcon
- - [x] Baichuan
- - [x] Baichuan2
- - [x] InternLM
- - [x] Qwen
- - [x] XVERSE
- - [x] ChatGLM2
+
+ | LLM | Supported |
+ |:-----------:|:-----------:|
+ | LLaMA | ✅ |
+ | LLaMA-2 | ✅ |
+ | BLOOM | ✅ |
+ | BLOOMZ | ✅ |
+ | Falcon | ✅ |
+ | Baichuan | ✅ |
+ | Baichuan2 | ✅ |
+ | InternLM | ✅ |
+ | Qwen | ✅ |
+ | XVERSE | ✅ |
+ | ChatGLM2 | ✅ |
+
[More Information about Text2SQL finetune](https://github.com/eosphoros-ai/DB-GPT-Hub)
@@ -165,68 +171,118 @@ At present, we have introduced several key features to showcase our current capa
We've also developed an automated fine-tuning lightweight framework centred on large language models (LLMs), Text2SQL datasets, LoRA/QLoRA/Pturning, and other fine-tuning methods. This framework simplifies Text-to-SQL fine-tuning, making it as straightforward as an assembly line process. [DB-GPT-Hub](https://github.com/eosphoros-ai/DB-GPT-Hub)
-- **SMMF(Service-oriented Multi-model Management Framework)**
+ - **SMMF(Service-oriented Multi-model Management Framework)**
- We offer extensive model support, including dozens of large language models (LLMs) from both open-source and API agents, such as LLaMA/LLaMA2, Baichuan, ChatGLM, Wenxin, Tongyi, Zhipu, and many more.
+ We offer extensive model support, including dozens of large language models (LLMs) from both open-source and API agents, such as LLaMA/LLaMA2, Baichuan, ChatGLM, Wenxin, Tongyi, Zhipu, and many more.
- News
- - 🔥🔥🔥 [DeepSeek-R1-0528](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528)
- - 🔥🔥🔥 [DeepSeek-V3-0324](https://huggingface.co/deepseek-ai/DeepSeek-V3-0324)
- - 🔥🔥🔥 [Qwen3-235B-A22B](https://huggingface.co/Qwen/Qwen3-235B-A22B)
- - 🔥🔥🔥 [Qwen3-30B-A3B](https://huggingface.co/Qwen/Qwen3-30B-A3B)
- - 🔥🔥🔥 [Qwen3-32B](https://huggingface.co/Qwen/Qwen3-32B)
- - 🔥🔥🔥 [GLM-Z1-32B-0414](https://huggingface.co/THUDM/GLM-Z1-32B-0414)
- - 🔥🔥🔥 [GLM-4-32B-0414](https://huggingface.co/THUDM/GLM-4-32B-0414)
- - 🔥🔥🔥 [QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)
- - 🔥🔥🔥 [DeepSeek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1)
- - 🔥🔥🔥 [DeepSeek-V3](https://huggingface.co/deepseek-ai/DeepSeek-V3)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Llama-70B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-32B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-14B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B)
- - 🔥🔥🔥 [Qwen2.5-Coder-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-14B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-3B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-1.5B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-405B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)
- - 🔥🔥🔥 [gemma-2-27b-it](https://huggingface.co/google/gemma-2-27b-it)
- - 🔥🔥🔥 [gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it)
- - 🔥🔥🔥 [DeepSeek-Coder-V2-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Instruct)
- - 🔥🔥🔥 [DeepSeek-Coder-V2-Lite-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct)
- - 🔥🔥🔥 [Qwen2-57B-A14B-Instruct](https://huggingface.co/Qwen/Qwen2-57B-A14B-Instruct)
- - 🔥🔥🔥 [Qwen2-72B-Instruct](https://huggingface.co/Qwen/Qwen2-72B-Instruct)
- - 🔥🔥🔥 [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)
- - 🔥🔥🔥 [Qwen2-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2-1.5B-Instruct)
- - 🔥🔥🔥 [Qwen2-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2-0.5B-Instruct)
- - 🔥🔥🔥 [glm-4-9b-chat](https://huggingface.co/THUDM/glm-4-9b-chat)
- - 🔥🔥🔥 [Phi-3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3)
- - 🔥🔥🔥 [Yi-1.5-34B-Chat](https://huggingface.co/01-ai/Yi-1.5-34B-Chat)
- - 🔥🔥🔥 [Yi-1.5-9B-Chat](https://huggingface.co/01-ai/Yi-1.5-9B-Chat)
- - 🔥🔥🔥 [Yi-1.5-6B-Chat](https://huggingface.co/01-ai/Yi-1.5-6B-Chat)
- - 🔥🔥🔥 [Qwen1.5-110B-Chat](https://huggingface.co/Qwen/Qwen1.5-110B-Chat)
- - 🔥🔥🔥 [Qwen1.5-MoE-A2.7B-Chat](https://huggingface.co/Qwen/Qwen1.5-MoE-A2.7B-Chat)
- - 🔥🔥🔥 [Meta-Llama-3-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)
- - 🔥🔥🔥 [CodeQwen1.5-7B-Chat](https://huggingface.co/Qwen/CodeQwen1.5-7B-Chat)
- - 🔥🔥🔥 [Qwen1.5-32B-Chat](https://huggingface.co/Qwen/Qwen1.5-32B-Chat)
- - 🔥🔥🔥 [Starling-LM-7B-beta](https://huggingface.co/Nexusflow/Starling-LM-7B-beta)
- - 🔥🔥🔥 [gemma-7b-it](https://huggingface.co/google/gemma-7b-it)
- - 🔥🔥🔥 [gemma-2b-it](https://huggingface.co/google/gemma-2b-it)
- - 🔥🔥🔥 [SOLAR-10.7B](https://huggingface.co/upstage/SOLAR-10.7B-Instruct-v1.0)
- - 🔥🔥🔥 [Mixtral-8x7B](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1)
- - 🔥🔥🔥 [Qwen-72B-Chat](https://huggingface.co/Qwen/Qwen-72B-Chat)
- - 🔥🔥🔥 [Yi-34B-Chat](https://huggingface.co/01-ai/Yi-34B-Chat)
+
+
+
+
-
+
-
+
-
+
-
+
-
-[](README.md)
-[](README.zh.md)
-[](README.ja.md)
+[](README.md)
+[](README.zh.md)
+[](README.ja.md)
[**文档**](http://docs.dbgpt.cn/docs/overview/) | [**联系团队**](https://github.com/eosphoros-ai/DB-GPT/blob/main/README.zh.md#%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC) | [**社区**](https://github.com/eosphoros-ai/community) | [**Paper**](https://arxiv.org/pdf/2312.17449.pdf)
@@ -81,6 +84,22 @@
- [dbgpts](https://github.com/eosphoros-ai/dbgpts) dbgpts 是官方提供的数据应用仓库, 包含数据智能应用, 智能体编排流程模版, 通用算子等构建在DB-GPT之上的资源。
+#### Text2SQL 微调模型
+
+ | LLM | Supported |
+ |:-----------:|:-----------:|
+ | LLaMA | ✅ |
+ | LLaMA-2 | ✅ |
+ | BLOOM | ✅ |
+ | BLOOMZ | ✅ |
+ | Falcon | ✅ |
+ | Baichuan | ✅ |
+ | Baichuan2 | ✅ |
+ | InternLM | ✅ |
+ | Qwen | ✅ |
+ | XVERSE | ✅ |
+ | ChatGLM2 | ✅ |
+
#### RAG生产落地实践架构
@@ -167,64 +186,113 @@
海量模型支持，包括开源、API代理等几十种大语言模型。如LLaMA/LLaMA2、Baichuan、ChatGLM、文心、通义、智谱等。当前已支持如下模型:
- 新增支持模型
- - 🔥🔥🔥 [DeepSeek-R1-0528](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528)
- - 🔥🔥🔥 [DeepSeek-V3-0324](https://huggingface.co/deepseek-ai/DeepSeek-V3-0324)
- - 🔥🔥🔥 [Qwen3-235B-A22B](https://huggingface.co/Qwen/Qwen3-235B-A22B)
- - 🔥🔥🔥 [Qwen3-30B-A3B](https://huggingface.co/Qwen/Qwen3-30B-A3B)
- - 🔥🔥🔥 [Qwen3-32B](https://huggingface.co/Qwen/Qwen3-32B)
- - 🔥🔥🔥 [GLM-Z1-32B-0414](https://huggingface.co/THUDM/GLM-Z1-32B-0414)
- - 🔥🔥🔥 [GLM-4-32B-0414](https://huggingface.co/THUDM/GLM-4-32B-0414)
- - 🔥🔥🔥 [QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)
- - 🔥🔥🔥 [DeepSeek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1)
- - 🔥🔥🔥 [DeepSeek-V3](https://huggingface.co/deepseek-ai/DeepSeek-V3)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Llama-70B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-32B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-14B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
- - 🔥🔥🔥 [DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B)
- - 🔥🔥🔥 [Qwen2.5-Coder-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-14B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-72B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-3B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct)
- - 🔥🔥🔥 [Qwen2.5-Coder-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-1.5B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-405B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-70B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)
- - 🔥🔥🔥 [gemma-2-27b-it](https://huggingface.co/google/gemma-2-27b-it)
- - 🔥🔥🔥 [gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it)
- - 🔥🔥🔥 [DeepSeek-Coder-V2-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Instruct)
- - 🔥🔥🔥 [DeepSeek-Coder-V2-Lite-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct)
- - 🔥🔥🔥 [Qwen2-57B-A14B-Instruct](https://huggingface.co/Qwen/Qwen2-57B-A14B-Instruct)
- - 🔥🔥🔥 [Qwen2-57B-A14B-Instruct](https://huggingface.co/Qwen/Qwen2-57B-A14B-Instruct)
- - 🔥🔥🔥 [Qwen2-72B-Instruct](https://huggingface.co/Qwen/Qwen2-72B-Instruct)
- - 🔥🔥🔥 [Qwen2-7B-Instruct](https://huggingface.co/Qwen/Qwen2-7B-Instruct)
- - 🔥🔥🔥 [Qwen2-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2-1.5B-Instruct)
- - 🔥🔥🔥 [Qwen2-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2-0.5B-Instruct)
- - 🔥🔥🔥 [glm-4-9b-chat](https://huggingface.co/THUDM/glm-4-9b-chat)
- - 🔥🔥🔥 [Phi-3](https://huggingface.co/collections/microsoft/phi-3-6626e15e9585a200d2d761e3)
- - 🔥🔥🔥 [Yi-1.5-34B-Chat](https://huggingface.co/01-ai/Yi-1.5-34B-Chat)
- - 🔥🔥🔥 [Yi-1.5-9B-Chat](https://huggingface.co/01-ai/Yi-1.5-9B-Chat)
- - 🔥🔥🔥 [Yi-1.5-6B-Chat](https://huggingface.co/01-ai/Yi-1.5-6B-Chat)
- - 🔥🔥🔥 [Qwen1.5-110B-Chat](https://huggingface.co/Qwen/Qwen1.5-110B-Chat)
- - 🔥🔥🔥 [Qwen1.5-MoE-A2.7B-Chat](https://huggingface.co/Qwen/Qwen1.5-MoE-A2.7B-Chat)
- - 🔥🔥🔥 [Meta-Llama-3-70B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-70B-Instruct)
- - 🔥🔥🔥 [Meta-Llama-3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)
- - 🔥🔥🔥 [CodeQwen1.5-7B-Chat](https://huggingface.co/Qwen/CodeQwen1.5-7B-Chat)
- - 🔥🔥🔥 [Qwen1.5-32B-Chat](https://huggingface.co/Qwen/Qwen1.5-32B-Chat)
- - 🔥🔥🔥 [Starling-LM-7B-beta](https://huggingface.co/Nexusflow/Starling-LM-7B-beta)
- - 🔥🔥🔥 [gemma-7b-it](https://huggingface.co/google/gemma-7b-it)
- - 🔥🔥🔥 [gemma-2b-it](https://huggingface.co/google/gemma-2b-it)
- - 🔥🔥🔥 [SOLAR-10.7B](https://huggingface.co/upstage/SOLAR-10.7B-Instruct-v1.0)
- - 🔥🔥🔥 [Mixtral-8x7B](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1)
- - 🔥🔥🔥 [Qwen-72B-Chat](https://huggingface.co/Qwen/Qwen-72B-Chat)
- - 🔥🔥🔥 [Yi-34B-Chat](https://huggingface.co/01-ai/Yi-34B-Chat)
+