metadata

license: cc-by-nc-nd-4.0
language:
  - en
  - ko
datasets:
  - bi-matrix/nl2json

Model Card for bi-matrix/g-matrix-mx7b

Introduction of BI MATRIX Company

https://www.bimatrix.co.kr/

We are a group of experts with extensive knowledge and experience in Big Data Analytics, Visualization, Mobile Analytics, and Data Mining.

Model Summary

Our model leverages the capabilities of the large language model "Mistral-7B" for natural language processing. By fine-tuning with the "mistralai/Mistral-7B-Instruct-v0.2" model, it's specifically optimized to convert natural language into JSON format for the "i-META" solution.

How to Use

Here are some examples of how to use our model.

import torch
from transformers import pipeline

model = 'bi-matrix/g-matrix-mx7b'
message = """
<|system|>
질문을 json 으로 만들어주세요.

<|user|>
이번달 우리부서의 제품라인별 매출 실적과 실행대비 달성율을 알려줘

<|assistant|>
"""

pipe = pipeline(
    model=model,
    torch_dtype=torch.float16,
    device_map="auto"
)

sequences = pipe(
    message,
    do_sample=True,
    top_k=3,
    num_return_sequences=1,
    max_length=2048,
)

for seq in sequences:
    print(f"Result: {seq['generated_text']}")

Warnings

Our model, "bi-matrix/g-matrix-mx7b," underwent fine-tuning for the task of converting natural language into the request JSON format for the "i-META" solution. Consequently, it may not be suitable for general use.

Contact

If you have any questions, please contact at [email protected].