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from auto_round import AutoRoundConfig ##must import for autoround format
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch
quantized_model_dir = "OPEA/DeepSeek-V3-int4-sym-gptq-inc"
quantization_config = AutoRoundConfig(
backend="cpu"
)
model = AutoModelForCausalLM.from_pretrained(
quantized_model_dir,
torch_dtype=torch.bfloat16,
trust_remote_code=True,
device_map="cpu",
revision="8fe0735",##use autoround format, the only difference is config.json
quantization_config = quantization_config, ##cpu only machine don't need to set this value
)
tokenizer = AutoTokenizer.from_pretrained(quantized_model_dir,trust_remote_code=True)
prompt = "There is a girl who likes adventure,"
messages = [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": prompt}
]
text = tokenizer.apply_chat_template(
messages,
tokenize=False,
add_generation_prompt=True
)
model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
generated_ids = model.generate(
model_inputs.input_ids,
max_new_tokens=200, ##change this to align with the official usage
do_sample=False ##change this to align with the official usage
)
generated_ids = [
output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
]
response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
print(response)
prompt = "9.11和9.8哪个数字大"
##INT4
"""要比较 **9.11** 和 **9.8** 的大小,可以按照以下步骤进行:
1. **比较整数部分**:
- 两个数的整数部分都是 **9**,所以整数部分相同。
2. **比较小数部分**:
- **9.11** 的小数部分是 **0.11**
- **9.8** 的小数部分是 **0.8**(即 **0.80**)
3. **分析小数部分**:
- **0.80** 大于 **0.11**
因此,**9.8** 大于 **9.11**。
最终答案:\boxed{9.8}
"""
prompt = "strawberry中有几个r?"
##INT4
"""
### 第一步:理解问题
首先,我需要明确问题的含义。问题是:“strawberry中有几个r?”。这里的“strawberry”是一个英文单词,意思是“草莓”。问题问的是这个单 词中有多少个字母“r”。
### 第二步:分解单词
为了找出“strawberry”中有多少个“r”,我需要将这个单词分解成单个字母。让我们逐个字母来看:
- s
- t
- r
- a
- w
- b
- e
- r
- r
- y
### 第三步:识别字母“r”
现在,我需要找出这些字母中哪些是“r”。让我们逐一检查:
1. s - 不是r
2. t - 不是r
3. r - 是r
4. a - 不是r
5. w - 不是r
6. b - 不是r
7. e - 不是r
8. r - 是r
"""
prompt = "How many r in strawberry."
##INT4
"""The word "strawberry" contains **3 "r"s.
"""
prompt = "There is a girl who likes adventure,"
##INT4:
"""That's wonderful! A girl who loves adventure is likely curious, brave, and eager to explore the world around her. Here are some ideas to fuel her adventurous spirit:
### **Outdoor Adventures**
- **Hiking:** Explore local trails, national parks, or mountains.
- **Camping:** Spend a night under the stars and connect with nature.
- **Rock Climbing:** Challenge herself with bouldering or climbing walls.
- **Kayaking/Canoeing:** Paddle through rivers, lakes, or even the ocean.
- **Zip-lining:** Soar through the treetops for an adrenaline rush.
### **Travel Adventures**
- **Road Trips:** Plan a journey to new cities or scenic destinations.
- **Backpacking:** Travel light and explore different cultures and landscapes.
- **Volunteer Abroad:** Combine adventure with helping others in a new country.
### **Creative Adventures**
- **Photography:** Capture the beauty
"""
prompt = "Please give a brief introduction of DeepSeek company."
##INT4:
"""DeepSeek Artificial Intelligence Co., Ltd. (referred to as "DeepSeek" or "深度求索") , founded in 2023, is a Chinese company dedicated to making AGI a reality"""
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