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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