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FFZwai/leyoai-analytics-small

sourceHugging Faceapache-2.0updated 5mo agoView on Hugging Face
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LeyoAI Analytics Assistant (Small)

English | 中文

English

Model Description

Standard data analytics and SQL generation assistant

Installation

bash
pip install transformers peft torch

Usage Scenarios

  • —Natural language to SQL
  • —Data analysis
  • —Report generation

How to Use

python
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel

# Load base model
base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-1.5B-Instruct")
tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-1.5B-Instruct")

# Load LoRA adapter
model = PeftModel.from_pretrained(base_model, "FFZwai/leyoai-analytics-small")

# Generate response
input_text = "Your question here"
inputs = tokenizer(input_text, return_tensors="pt")
outputs = model.generate(**inputs, max_length=512)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

Training Details

  • —Base Model: Qwen/Qwen2.5-1.5B-Instruct
  • —LoRA Rank: 16
  • —Training Data: 27,741 samples
  • —Validation Data: 5,945 samples
  • —Framework: QLoRA + SFTTrainer

中文

模型描述

标准版数据分析和 SQL 生成助手

安装方法

bash
pip install transformers peft torch

使用场景

  • —自然语言转 SQL
  • —数据分析
  • —报告生成

使用方法

python
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel

# 加载基座模型
base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-1.5B-Instruct")
tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-1.5B-Instruct")

# 加载 LoRA 适配器
model = PeftModel.from_pretrained(base_model, "FFZwai/leyoai-analytics-small")

# 生成回复
input_text = "你的问题"
inputs = tokenizer(input_text, return_tensors="pt")
outputs = model.generate(**inputs, max_length=512)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

训练细节

  • —基座模型: Qwen/Qwen2.5-1.5B-Instruct
  • —LoRA Rank: 16
  • —训练数据: 27,741 samples
  • —验证数据: 5,945 samples
  • —训练框架: QLoRA + SFTTrainer

About LeyoAI

LeyoAI is an AI MaaS platform by 杭州市上城区乐友信息服务工作室, providing specialized AI assistants for cybersecurity, video safety, workflow automation, and data analytics.

Website: https://leyoai.vercel.app