This model has been fine-tuned using LoRA on Microsoft 365 data management documentation to help users efficiently manage SharePoint, OneDrive, and other Microsoft 365 services.

Training Procedure

Training framework: 🤗 Transformers and PEFT (LoRA)
Base model: mistralai/Mistral-7B-Instruct-v0.2
Training data: Microsoft 365 data management documentation
Hardware used: Azure ML

Intended Use and Limitations

This model is intended to be used for Microsoft 365 data management tasks such as:

Managing SharePoint document libraries
Setting up retention policies
Configuring data loss prevention
Managing access permissions
Implementing compliance features

Evaluation Results

The model provides fast, efficient responses for Microsoft 365 data management tasks with high accuracy and low latency.

Usage

python

from transformers import AutoTokenizer, AutoModelForCausalLM

model_name = "[YOUR_HF_USERNAME]/microsoft365-mistral"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)

# For 4-bit quantization (optional)
# from transformers import BitsAndBytesConfig
# quantization_config = BitsAndBytesConfig(load_in_4bit=True)
# model = AutoModelForCausalLM.from_pretrained(model_name, quantization_config=quantization_config)

prompt = "How do I set up retention policies in SharePoint Online?"
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)

outputs = model.generate(
    inputs.input_ids,
    max_new_tokens=500,
    do_sample=True,
    temperature=0.7,
    top_p=0.9
)

response = tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)
print(response)

Limitations

The model's knowledge is limited to Microsoft 365 features and documentation it was trained on
The model may not be fully up-to-date with the latest Microsoft 365 features released after training

Trinoid/Data_Management_Mistral

Microsoft 365 Data Management Tuned Mistral Model

Model Description

Training Procedure

Intended Use and Limitations

Evaluation Results

Usage

Limitations

Trinoid/
Data_Management_Mistral