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README.md

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 ---
 license: apache-2.0
 ---
+
+## Introduction
+
+Aquila is a large language model trained by BAAI, and AquilaMed-RL is an industry model from Aquila language model. Based on the Aquila general pre-trained model, we continued pre-training , SFT and RL in the medical domain and obtained our AquilaMed-RL model.
+
+## Model Details
+
+The pipeline of the training procedure is bellow, for more details you can read our technical report: https://github.com/FlagAI-Open/industry-application/blob/main/Aquila_med_tech-report.pdf
+
+![pipeline](./img/pipeline.png)
+
+## Evaluation
+
+![pipeline](./img/pipeline.png)
+
+## usage
+
+when you have downloaded the model, you can use the bellow code to run the model
+
+```python
+
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer, AutoConfig
+
+
+model_dir = "xxx"
+
+tokenizer = AutoTokenizer.from_pretrained(model_dir, trust_remote_code=True)
+
+config = AutoConfig.from_pretrained(model_dir, trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained(
+    model_dir, config=config, trust_remote_code=True
+)
+model.cuda()
+model.eval()
+
+template = "<|im_start|>system\nYou are a helpful assistant in medical domain.<|im_end|>\n<|im_start|>user\n{question}<|im_end|>\n<|im_start|>assistant\n"
+
+text = "我肚子疼怎么办？"
+
+item_instruction = template.format(question=text)
+
+inputs = tokenizer(item_instruction, return_tensors="pt").to("cuda")
+input_ids = inputs["input_ids"]
+prompt_length = len(input_ids[0])
+generate_output = model.generate(
+    input_ids=input_ids, do_sample=False, max_length=1024, return_dict_in_generate=True
+)
+
+response_ids = generate_output.sequences[0][prompt_length:]
+predicts = tokenizer.decode(
+    response_ids, skip_special_tokens=True, clean_up_tokenization_spaces=True
+)
+
+print("predict:", predicts)
+
+
+"""
+predict: 肚子疼可能是多种原因引起的，例如消化不良、胃炎、胃溃疡、胆囊炎、胰腺炎、肠道感染等。如果疼痛持续或加重，或者伴随有呕吐、腹泻、发热等症状，建议尽快就医。如果疼痛轻微，可以尝试以下方法缓解：
+
+1. 饮食调整：避免油腻、辛辣、刺激性食物，多喝水，多吃易消化的食物，如米粥、面条、饼干等。
+
+2. 休息：避免剧烈运动，保持充足的睡眠。
+
+3. 热敷：用热水袋或毛巾敷在肚子上，可以缓解疼痛。
+
+4. 药物：可以尝试一些非处方药，如布洛芬、阿司匹林等，但请务必在医生的指导下使用。
+
+如果疼痛持续或加重，或者伴随有其他症状，建议尽快就医。
+
+希望我的回答对您有所帮助。如果您还有其他问题，欢迎随时向我提问。 
+"""
+```
+
+
+
+## Citation
+
+If you find our work helpful, feel free to give us a cite.
+
+```
+@article{AquilaMed,
+  title={AquilaMed Technical Report},
+  year={2024}
+}
+```