py-faster-rcnn 训练常见错误
在训练 py-faster-rcnn 时,常会出现以下错误:
- TypeError: ‘numpy.float64’ object cannot be interpreted as an index
- Check failed: error == cudaSuccess (4 vs. 0) unspecified launch failure
- AttributeError: ‘module’ object has no attribute ‘text_format’
TypeError: ‘numpy.float64’ object cannot be interpreted as an index
- 解决方法 sudo pip install -U numpy==1.11.0`
Check failed: error == cudaSuccess (4 vs. 0) unspecified launch failure
- 解决方法
- ① 安装cudnn:
cp caffe/inlude/caffe/layers/cudnn_* caffe-fast-rcnn/include/caffe/layers/
cp caffe/src/caffe/layers/cudnn_* caffe-fast-rcnn/src/caffe/layers/
cp caffe/include/caffe/util/cudnn.hpp caffe-fast-rcnn/include/caffe/util/
cd caffe-fast-rcnn
make clean
make -j8
make pycaffe
- ② 修改配置文件 py-faster-rcnn/lib/fast_rcnn/config.py:将BATCH_SIZE调小,比如64,32,16,8....
# Minibatch size (number of regions of interest [ROIs])
__C.TRAIN.BATCH_SIZE = 128
AttributeError: ‘module’ object has no attribute ‘text_format’
- 在py-faster-rcnn/lib/fast_rcnn/train.py中添加:
import google.protobuf.text_format