Qwen2-VL Weather Analysis - DoRA

Fine-tuned using DoRA technique for weather satellite imagery analysis.

Model Details

  • Base Model: Qwen/Qwen2-VL-7B-Instruct
  • Technique: DoRA
  • Domain: Weather satellite imagery analysis
  • Dataset: Weather satellite images with meteorological metadata

Usage

from transformers import Qwen2VLForConditionalGeneration, Qwen2VLProcessor
import torch

# Load base model
model = Qwen2VLForConditionalGeneration.from_pretrained(
    "Qwen/Qwen2-VL-7B-Instruct",
    torch_dtype=torch.bfloat16,
    device_map="auto"
)
processor = Qwen2VLProcessor.from_pretrained("Qwen/Qwen2-VL-7B-Instruct")

# Load fine-tuned adapter
model.load_adapter("azdin/qwen2-vl-weather-dora")

# Use for weather analysis...

Training Details

  • Technique: DoRA
  • Quantization: 4-bit NF4
  • Training Data: Weather satellite imagery with metadata
  • Target Modules: Attention layers
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