使用PP-OCRv3做文字检测微调，在T4上跑训练无法训练，报错返回-9 #13248

xla145 · 2024-06-17T08:57:53Z

xla145
Jun 17, 2024

问题描述 / Problem Description

使用PP-OCRv3做文字检测微调，在T4上跑训练无法训练，报错返回-9

运行环境 / Runtime Environment

OS: linux
Paddle: 2.6
PaddleOCR: 2.7

复现代码 / Reproduction Code

代码直接使用了官方最新代码，配置文件如下：
Global:
debug: false
use_gpu: true
epoch_num: 500
log_smooth_window: 20
print_batch_step: 10
save_model_dir: ./output/ch_PP-OCR_V3_det/
save_epoch_step: 50
eval_batch_step:

0
400
cal_metric_during_train: false
pretrained_model: https://paddleocr.bj.bcebos.com/pretrained/MobileNetV3_large_x0_5_pretrained.pdparams
checkpoints: null
save_inference_dir: null
use_visualdl: false
infer_img: doc/imgs_en/img_10.jpg
save_res_path: ./checkpoints/det_db/predicts_db.txt
distributed: true

Architecture:
model_type: det
algorithm: DB
Transform:
Backbone:
name: MobileNetV3
scale: 0.5
model_name: large
disable_se: True
Neck:
name: RSEFPN
out_channels: 96
shortcut: True
Head:
name: DBHead
k: 50

Loss:
name: DBLoss
balance_loss: true
main_loss_type: DiceLoss
alpha: 5
beta: 10
ohem_ratio: 3
Optimizer:
name: Adam
beta1: 0.9
beta2: 0.999
lr:
name: Cosine
learning_rate: 0.001
warmup_epoch: 2
regularizer:
name: L2
factor: 5.0e-05
PostProcess:
name: DBPostProcess
thresh: 0.3
box_thresh: 0.6
max_candidates: 1000
unclip_ratio: 1.5
Metric:
name: DetMetric
main_indicator: hmean
Train:
dataset:
name: SimpleDataSet
data_dir: ../dataset/handwriting_data_det/train/20240605/train/images/
label_file_list:
- ../dataset/handwriting_data_det/train/20240605/val.txt
ratio_list: [1.0]
transforms:
- DecodeImage:
img_mode: BGR
channel_first: false
- DetLabelEncode: null
- IaaAugment:
augmenter_args:
- type: Fliplr
args:
p: 0.5
- type: Affine
args:
rotate:
- -10
- 10
- type: Resize
args:
size:
- 0.5
- 3
- EastRandomCropData:
size:
- 960
- 960
max_tries: 50
keep_ratio: true
- MakeBorderMap:
shrink_ratio: 0.4
thresh_min: 0.3
thresh_max: 0.7
- MakeShrinkMap:
shrink_ratio: 0.4
min_text_size: 8
- NormalizeImage:
scale: 1./255.
mean:
- 0.485
- 0.456
- 0.406
std:
- 0.229
- 0.224
- 0.225
order: hwc
- ToCHWImage: null
- KeepKeys:
keep_keys:
- image
- threshold_map
- threshold_mask
- shrink_map
- shrink_mask
loader:
shuffle: true
drop_last: false
batch_size_per_card: 1
num_workers: 0
Eval:
dataset:
name: SimpleDataSet
data_dir: ../dataset/handwriting_data_det/train/20240605/val/images/
label_file_list:
- ../dataset/handwriting_data_det/train/20240605/val.txt
transforms:
- DecodeImage:
img_mode: BGR
channel_first: false
- DetLabelEncode: null
- DetResizeForTest: null
- NormalizeImage:
scale: 1./255.
mean:
- 0.485
- 0.456
- 0.406
std:
- 0.229
- 0.224
- 0.225
order: hwc
- ToCHWImage: null
- KeepKeys:
keep_keys:
- image
- shape
- polys
- ignore_tags
loader:
shuffle: false
drop_last: false
batch_size_per_card: 1
num_workers: 0

完整报错 / Complete Error Message

没有完整的报错，直接提示code -9

可能解决方案 / Possible solutions

目前通过调整num_workers = 0，batch_size_per_card=1 能正常跑几轮，但是效率较低

附件 / Appendix

硬件配置

xla145 · 2024-06-17T09:03:46Z

xla145
Jun 17, 2024
Author

报错补充：LAUNCH INFO 2024-06-17 17:01:27,787 Pod failed
LAUNCH ERROR 2024-06-17 17:01:27,788 Container failed !!!
Container rank 3 status failed cmd ['/data/miniconda/envs/py38_ocr/bin/python3', '-u', 'tools/train.py', '-c', 'configs/det/ch_PP-OCRv3/ch_PP-OCRv3_det_student.yml', '-o', 'Global.pretrained_model=pretrain_models/ch_PP-OCRv3_det_distill_train/student.pdparams'] code -9 log log/workerlog.3
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'ZHANGZHIYING_IDE_PORT_8080_TCP_PORT': '8080', 'ZENTAO_SERVICE_PORT': 'tcp://10.10.215.153:80', 'NVIDIA_REQUIRE_CUDA': 'cuda>=11.2 brand=tesla,driver>=418,driver<419 brand=tesla,driver>=440,driver<441 driver>=450', 'XULIAN_IDE_PORT_8080_TCP_PORT': '8080', 'TRAEFIK_WEB_PORT_80_TCP_ADDR': '10.10.147.238', 'NV_LIBCUBLAS_DEV_PACKAGE': 'libcublas-dev-11-2=11.3.1.68-1', 'TRAEFIK_WEB_PORT': 'tcp://10.10.147.238:80', 'NV_NVTX_VERSION': '11.2.67-1', 'NV_ML_REPO_ENABLED': '1', 'ZENTAO_SERVICE_SERVICE_HOST': '10.10.215.153', 'NEXUS3_SERVICE_HOST': '10.10.17.156', 'NEXUS3_PORT': 'tcp://10.10.17.156:8081', 'ZHANGZHIYING_IDE_SERVICE_HOST': '10.10.114.16', 'NV_CUDA_CUDART_DEV_VERSION': '11.2.72-1', 'NV_LIBCUSPARSE_VERSION': '11.3.1.68-1', 'NV_LIBNPP_VERSION': '11.2.1.68-1', 'POSTRESQL_POSTGRESQL_SERVICE_PORT': '5432', 'NCCL_VERSION': '2.8.4-1', 'VSCODE_PROXY_URI': 'https://xulian.test.bytebroad.com/proxy/{{port}}/', 'TRAEFIK_WEB_PORT_80_TCP_PORT': '80', 'ZHANGZHIYING_IDE_PORT_8080_TCP_ADDR': 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'rs=0:di=01;34:ln=01;36:mh=00:pi=40;33:so=01;35:do=01;35:bd=40;33;01:cd=40;33;01:or=40;31;01:mi=00:su=37;41:sg=30;43:ca=30;41:tw=30;42:ow=34;42:st=37;44:ex=01;32:.tar=01;31:.tgz=01;31:.arc=01;31:.arj=01;31:.taz=01;31:.lha=01;31:.lz4=01;31:.lzh=01;31:.lzma=01;31:.tlz=01;31:.txz=01;31:.tzo=01;31:.t7z=01;31:.zip=01;31:.z=01;31:.dz=01;31:.gz=01;31:.lrz=01;31:.lz=01;31:.lzo=01;31:.xz=01;31:.zst=01;31:.tzst=01;31:.bz2=01;31:.bz=01;31:.tbz=01;31:.tbz2=01;31:.tz=01;31:.deb=01;31:.rpm=01;31:.jar=01;31:.war=01;31:.ear=01;31:.sar=01;31:.rar=01;31:.alz=01;31:.ace=01;31:.zoo=01;31:.cpio=01;31:.7z=01;31:.rz=01;31:.cab=01;31:.wim=01;31:.swm=01;31:.dwm=01;31:.esd=01;31:.jpg=01;35:.jpeg=01;35:.mjpg=01;35:.mjpeg=01;35:.gif=01;35:.bmp=01;35:.pbm=01;35:.pgm=01;35:.ppm=01;35:.tga=01;35:.xbm=01;35:.xpm=01;35:.tif=01;35:.tiff=01;35:.png=01;35:.svg=01;35:.svgz=01;35:.mng=01;35:.pcx=01;35:.mov=01;35:.mpg=01;35:.mpeg=01;35:.m2v=01;35:.mkv=01;35:.webm=01;35:.ogm=01;35:.mp4=01;35:.m4v=01;35:.mp4v=01;35:.vob=01;35:.qt=01;35:.nuv=01;35:.wmv=01;35:.asf=01;35:.rm=01;35:.rmvb=01;35:.flc=01;35:.avi=01;35:.fli=01;35:.flv=01;35:.gl=01;35:.dl=01;35:.xcf=01;35:.xwd=01;35:.yuv=01;35:.cgm=01;35:.emf=01;35:.ogv=01;35:.ogx=01;35:.aac=00;36:.au=00;36:.flac=00;36:.m4a=00;36:.mid=00;36:.midi=00;36:.mka=00;36:.mp3=00;36:.mpc=00;36:.ogg=00;36:.ra=00;36:.wav=00;36:.oga=00;36:.opus=00;36:.spx=00;36:*.xspf=00;36:', 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'OMP_NUM_THREADS': '1', 'QT_QPA_PLATFORM_PLUGIN_PATH': '/data/miniconda/envs/py38_ocr/lib/python3.8/site-packages/cv2/qt/plugins', 'QT_QPA_FONTDIR': '/data/miniconda/envs/py38_ocr/lib/python3.8/site-packages/cv2/qt/fonts', 'POD_NAME': 'cvxshq', 'PADDLE_MASTER': '10.20.59.202:39009', 'PADDLE_GLOBAL_SIZE': '4', 'PADDLE_LOCAL_SIZE': '4', 'PADDLE_GLOBAL_RANK': '3', 'PADDLE_LOCAL_RANK': '3', 'PADDLE_NNODES': '1', 'PADDLE_CURRENT_ENDPOINT': '10.20.59.202:39013', 'PADDLE_TRAINER_ID': '3', 'PADDLE_TRAINERS_NUM': '4', 'PADDLE_RANK_IN_NODE': '3', 'PADDLE_TRAINER_ENDPOINTS': '10.20.59.202:39010,10.20.59.202:39011,10.20.59.202:39012,10.20.59.202:39013', 'FLAGS_selected_gpus': '3', 'PADDLE_LOG_DIR': '/root/workspace/paddleocr_train/log'}
LAUNCH INFO 2024-06-17 17:01:27,789 ------------------------- ERROR LOG DETAIL -------------------------
LAUNCH INFO 2024-06-17 17:01:35,863 Exit code -9

0 replies

jingsongliujing · 2024-06-18T02:09:17Z

jingsongliujing
Jun 18, 2024
Collaborator

你进'/root/workspace/paddleocr_train/log'看看，报错日志应该在这里面

0 replies

xla145 · 2024-06-18T09:10:49Z

xla145
Jun 18, 2024
Author

日志没有报错，只是提示code -9

0 replies

jingsongliujing · 2024-06-19T02:58:25Z

jingsongliujing
Jun 19, 2024
Collaborator

code -9 就是异常退出了，真正的log你要cd到/root/workspace/paddleocr_train/log这个目录下去看

0 replies

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使用PP-OCRv3做文字检测微调，在T4上跑训练无法训练，报错返回-9 #13248

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使用PP-OCRv3做文字检测微调，在T4上跑训练无法训练，报错返回-9 #13248

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xla145 Jun 17, 2024

问题描述 / Problem Description

运行环境 / Runtime Environment

复现代码 / Reproduction Code

完整报错 / Complete Error Message

可能解决方案 / Possible solutions

附件 / Appendix

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xla145
Jun 17, 2024

xla145
Jun 17, 2024
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jingsongliujing
Jun 18, 2024
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xla145
Jun 18, 2024
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jingsongliujing
Jun 19, 2024
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