model-metrics-plot(mmplot)
This project is developed based on libraries such as Pandas and Matplotlib, and can be used to draw line graphs of multiple index parameters such as algorithm accuracy and speed of multiple deep learning models.
use csv data to plot
- line plot
- bar plot
- radar plot
- tree plot
- custom plot
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| data/Pytorch_models_data.csv | data/PaddleYOLO_models_data.csv | data/MMYOLO_model_data.csv |
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| data/llm_eval_data.csv | data/tree.json | |
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pip install matplotlib
pip install pandasgit clone [email protected]:isLinXu/model-metrics-plot.git
cd model-metrics-plotpip install -e .python3 main.pyor use your custom data csv
python3 main.py -c 'csv_path' -n 'figture_name' -p 'plot_type' -t 'title_name' -x 'xlabel_name' -y 'ylabel_name' -f font_size -g False -v 'value_type' -r 'colors' python3 main.py -c data/model_data.csv -n 'plot.jpg' -p 'line' -t 'MS COCO Object Detection' -x 'PyTorch FP16 RTX3080(ms/img)' -y 'COCO Mask AP val' -f 10 -v 'mAP' -r '#0000FF'
python3 main.py -c data/PaddleYOLO_extra_model_data.csv -n 'plot.jpg' -p 'line' -t 'MS COCO Object Detection' -x 'PyTorch FP16 RTX3080(ms/img)' -y 'COCO Mask AP val' -f 10 -v 'mAP' -r '#0000FF'
python3 main.py -c data/MMYOLO_model_data.csv -p bar
python3 main.py -c data/mllm_acc_eval-csv1029.csv -p radar
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