Update README.md

README.md

@@ -7,7 +7,7 @@
 <div align="center"><img src="misc/skywork_logo.jpeg" width="550"/></div>
 
 <p align="center">
-🤗 <a href="https://huggingface.co/Skywork" target="_blank">Hugging Face</a> • 🤖 <a href="https://modelscope.cn/organization/Skywork" target="_blank">ModelScope</a> • 👾 <a href="https://wisemodel.cn/organization/Skywork" target="_blank">Wisemodel</a> • 💬 <a href="https://github.com/SkyworkAI/Skywork/blob/main/misc/wechat.png?raw=true" target="_blank">WeChat</a>• 📜<a href="http://arxiv.org/abs/2310.19341" target="_blank">Tech Report</a>
+🤗 <a href="https://huggingface.co/Skywork" target="_blank">Hugging Face</a> • 🤖 <a href="https://modelscope.cn/organization/Skywork" target="_blank">ModelScope</a> • 👾 <a href="https://wisemodel.cn/organization/Skywork" target="_blank">Wisemodel</a> • 💬 <a href="https://github.com/SkyworkAI/Skywork/blob/main/misc/wechat.png?raw=true" target="_blank">WeChat</a>• 📜<a href="https://github.com/SkyworkAI/Skywork-MoE/blob/main/skywork-moe-tech-report.pdf" target="_blank">Tech Report</a>
 </p>
 
 <div align="center">
@@ -45,44 +45,13 @@ Skywork-MoE demonstrates comparable or superior performance to models with more
 
 |         | HuggingFace Model   |  ModelScope Model   |  Wisemodel Model  |
 |:-------:|:-----------:|:-----------------------------:|:-----------------------------:|
-| **Skywork-MoE-base**      | 🤗 [Skywork-MoE-base](https://huggingface.co/Skywork/Skywork-MoE-base)  | 🤖[Skywork-MoE-base](https://www.modelscope.cn/models/skywork/Skywork-MoE-base) | 👾[Skywork-MoE-base](https://wisemodel.cn/models/Skywork/Skywork-MoE-base) |
-| **Skywork-MoE-Base-FP8**  | 🤗 [Skywork-MoE-Base-FP8](https://huggingface.co/Skywork/Skywork-MoE-Base-FP8) | 🤖 | 👾 |
+| **Skywork-MoE-base**      | 🤗 [Skywork-MoE-base](https://github.com/SkyworkAI/Skywork-MoE)  | 🤖[Skywork-MoE-base](https://www.modelscope.cn/models/skywork/Skywork-MoE-base) | 👾[Skywork-MoE-base](https://wisemodel.cn/models/Skywork/Skywork-MoE-base) |
+| **Skywork-MoE-Base-FP8**  | 🤗 [Skywork-MoE-Base-FP8](https://github.com/SkyworkAI/Skywork-MoE) | 🤖 | 👾 |
 
 # Benchmark Results
 We evaluated Skywork-MoE-base model on various popular benchmarks, including C-Eval, MMLU, CMMLU, GSM8K, MATH and HumanEval.
 <img src="misc/skywork_moe_base_evaluation.png" alt="Image" width="600" height="280">
 
-# Demonstration of Hugging Face Model Inference
-
-## Base Model Inference
-
-We can perform inference for the Skywork-MoE-base (16x13B size) model using HuggingFace on 8xA100/A800 or higher GPU hardware configurations.
-
-```python
-
-from transformers import AutoModelForCausalLM, AutoTokenizer
-
-model = AutoModelForCausalLM.from_pretrained("Skywork/Skywork-MoE-base", trust_remote_code=True, device_map='auto')
-tokenizer = AutoTokenizer.from_pretrained("Skywork/Skywork-MoE-base", trust_remote_code=True)
-
-inputs = tokenizer('陕西的省会是西安', return_tensors='pt').to(model.device)
-response = model.generate(inputs.input_ids, max_length=128)
-print(tokenizer.decode(response.cpu()[0], skip_special_tokens=True))
-"""
-陕西的省会是西安。
-西安，古称长安、镐京，是陕西省会、副省级市、关中平原城市群核心城市、丝绸之路起点城市、“一带一路”核心区、中国西部地区重要的中心城市，国家重要的科研、教育、工业基地。
-西安是中国四大古都之一，联合国科教文组织于1981年确定的“世界历史名城”，美媒评选的世界十大古都之一。地处关中平原中部，北濒渭河，南依秦岭，八水润长安。下辖11区2县并代管西
-"""
-
-inputs = tokenizer('陕西的省会是西安，甘肃的省会是兰州，河南的省会是郑州', return_tensors='pt').to(model.device)
-response = model.generate(inputs.input_ids, max_length=128)
-print(tokenizer.decode(response.cpu()[0], skip_special_tokens=True))
-"""
-陕西的省会是西安，甘肃的省会是兰州，河南的省会是郑州，湖北的省会是武汉，湖南的省会是长沙，安徽的省会是合肥，江西的省会是南昌，江苏的省会是南京，浙江的省会是杭州，福建的省会是福州，广东的省会是广州，广西的省会是南宁，四川的省会是成都，贵州的省会是贵阳，云南的省会是昆明，山西的省会是太原，山东的省会是济南，河北的省会是石家庄，辽宁的省会是沈阳，吉林的省会是长春，黑龙江的
-"""
-
-```
-
 
 # Demonstration of vLLM Model Inference