2024-04-22 简化
    2023-10-24 initial semantic segmentation

update information

• deep_training

install

• pip install -U -r requirements.txt
• 如果无法安装， 可以切换官方源 pip install -i https://pypi.org/simple -U -r requirements.txt

weigtht select one is suitable for you

支持且不限于以下权重 , See all SegFormer models at https://huggingface.co/models?filter=segformer

• mit-b0
• segformer-b3-finetuned-ade-512-512
• segformer-b5-finetuned-cityscapes-1024-1024

data sample

• open_data https://github.com/ssbuild/open_data
• sidewalk-semantic https://huggingface.co/datasets/segments/sidewalk-semantic

infer

# infer_finetuning.py 推理微调模型
# infer_lora_finetuning.py 推理微调模型
 python infer_finetuning.py

training

    # 制作数据
    cd scripts
    bash train_full.sh -m dataset 

    
    注: num_process_worker 为多进程制作数据 ， 如果数据量较大 ， 适当调大至cpu数量
    dataHelper.make_dataset_with_args(data_args.train_file,mixed_data=False, shuffle=True,mode='train',num_process_worker=0)
    
    # 全参数训练 
        bash train_full.sh -m train

训练参数

训练参数

友情链接

• pytorch-task-example
• tf-task-example
• chatmoss_finetuning
• chatglm_finetuning
• chatglm2_finetuning
• chatglm3_finetuning
• t5_finetuning
• llm_finetuning
• llm_rlhf
• chatglm_rlhf
• t5_rlhf
• rwkv_finetuning
• baichuan_finetuning

纯粹而干净的代码

参考

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