Qwen2-Math 开源！初步探索数学合成数据生成！_AI阅读总结 — 包阅AI

modelscopedownload--model=qwen/Qwen2-Math-7B-Instruct--local_dir./Qwen2-Math-7B-Instruct

python-mvllm.entrypoints.openai.api_server--served-model-nameQwen2-Math-7B-Instruct--model./Qwen2-Math-7B-Instruct/

%pip install openai%pip install pandas%pip install scikit-learn%pip install matplotlib

from openai import OpenAIimport osimport json
openai_api_key = "EMPTY"openai_api_base = "http://localhost:8000/v1"
client = OpenAI(    api_key=openai_api_key,    base_url=openai_api_base,)

datagen_model = "Qwen2-Math-7B-Instruct"question = """Create a json file with 3 rows of math data.Each row should include the following fields: - id (incrementing integer starting at 1) - elementary school Olympiad math problem - detailed solutions for the problem
Make sure that the problem make sense (i.e. suit elementary school students, solution is step by step). Also only respond with the json."""
response = client.chat.completions.create(  model=datagen_model,  messages=[    {"role": "system", "content": "You are a helpful assistant designed to generate synthetic data."},    {"role": "user", "content": question}  ])res = response.choices[0].message.contentprint(res)

```json[  {    "id": 1,    "problem": "Find the sum of the first 100 even numbers.",    "solutions": [      "To find the sum of the first 100 even numbers, we can use the formula for the sum of an arithmetic series. The first 100 even numbers form an arithmetic series where the first term \(a = 2\) and the common difference \(d = 2\). The sum \(S_n\) of the first \(n\) terms of an arithmetic series is given by \(S_n = \frac{n}{2} (2a + (n-1)d)\). Here, \(n = 100\), \(a = 2\), and \(d = 2\). Substituting these values in, we get",      "S_100 = \frac{100}{2} (2 \cdot 2 + (100-1) \cdot 2) = 50 (4 + 198) = 50 \cdot 202 = 10100."]  },  {    "id": 2,    "problem": "What is the smallest positive integer that is both a multiple of 7 and a multiple of 11?",    "solutions": [      "To find the smallest positive integer that is both a multiple of 7 and a multiple of 11, we need to find the least common multiple (LCM) of 7 and 11. Since 7 and 11 are both prime numbers, their LCM is simply their product. Therefore, the LCM of 7 and 11 is \(7 \times 11 = 77\). So, the smallest positive integer that is both a multiple of 7 and a multiple of 11 is 77."    ]  },  {    "id": 3,    "problem": "If a square has a side length of 5 units, what is the area of the square?",    "solutions": [      "The area \(A\) of a square with side length \(s\) is given by the formula \(A = s^2\). Here, the side length \(s = 5\) units. Substituting this value into the formula, we get",      "A = 5^2 = 25."    ]  }]```