英文:
How to create a dataset for a model like Falcon-7b/40b?
问题
我有docx文件作为数据，并希望使用它们来对Falcon模型进行微调。从我所看到的情况来看，用于训练该模型的数据是以json格式存储的。我应该如何将我的数据转换成对模型有用的格式呢？
目前，我正在尝试将我的数据转换成json格式，但手工完成这项工作相当繁琐。
英文:
I am having the data as docx files and I want to use them to fine-tune the Falcon model. From what I see the data used to train the model was in json format. How can I convert my data in a format to be useful for the model?
Currently I am trying to convert my data in the json format, but it's a tedious work to do by hand.
答案1
得分: 1
To convert your data from DOCX format to JSON format, you can use the python-docx library to extract text from a DOCX file and convert it to JSON:
import json
from docx import Document
# Load the DOCX file
doc = Document('input.docx')
# Extract text content
text =
# Create JSON objects
json_data = []
for paragraph in text:
json_data.append({"text": paragraph})
# Save as JSON
with open('output.json', 'w') as json_file:
json.dump(json_data, json_file)
英文:
To convert your data from DOCX format to JSON format, you can use python-docx library to extract text from a DOCX file and convert it to JSON:
import json
from docx import Document
# Load the DOCX file
doc = Document('input.docx')
# Extract text content
text =
# Create JSON objects
json_data = []
for paragraph in text:
json_data.append({"text": paragraph})
# Save as JSON
with open('output.json', 'w') as json_file:
json.dump(json_data, json_file)
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