PaddleOCR 3.0.0 可用的Docker镜像

[Betty2GitHub]

🔎 Search before asking

• I have searched the PaddleOCR Docs and found no similar bug report.
• I have searched the PaddleOCR Issues and found no similar bug report.
• I have searched the PaddleOCR Discussions and found no similar bug report.

🐛 Bug (问题描述)

描述

我在尝试使用 PaddleOCR 的 Docker 镜像时遇到了版本兼容性的问题。

已尝试的方法

1. Docker Hub 镜像
   我从Docker Hub PaddleOCR 镜像找到最新可用的镜像 docker pull paddlecloud/paddleocr:2.6-gpu-cuda10.2-cudnn7-latest，但发现该版本较旧，不满足 PaddleOCR 3.0.0 的需求。

2. 飞桨官方镜像
   我尝试使用飞桨官方的用于安装高性能推理依赖的 Docker 镜像 ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.0.0-gpu-cuda11.8-cudnn8.9-trt8.6，但遇到以下依赖问题，导致后续依赖安装无法继续：

   • 镜像中已有 PyYAML 5.3.1，但 PaddleOCR 需要 PyYAML 6.0.2。
     • 我尝试覆盖系统的 PyYAML 版本，但无法卸载现有版本。
   • • PaddleOCR 3.0.1 需要 numpy==1.24.4，但镜像有 numpy==2.2.4

请求

是否可以提供一个适用于 PaddleOCR 3.0.0 的官方 Docker 镜像，或者建议一种可行的解决方案来解决这些依赖问题？

🏃‍♂️ Environment (运行环境)

Hardware

• GPU: NVIDIA A100 80GB PCIe
• CUDA Version: 12.8 (host system)
• Docker Image CUDA Version: 11.8
• Driver Version: 570.149

Software

• Host OS: Linux (darwin 24.3.0)
• Docker Version: 27.1.2
• Python Version: 3.10 (in container)

🌰 Minimal Reproducible Example (最小可复现问题的Demo)

Steps to Reproduce

1. Pull the Official Docker Image

docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.0.0-gpu-cuda11.8-cudnn8.9-trt8.6

2. Run the Container

docker run --gpus all -it --name paddleocr-test \
  ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:3.0.0-gpu-cuda11.8-cudnn8.9-trt8.6 \
  /bin/bash

3. Check Pre-installed Package Versions

# Check PyYAML version
python -c "import yaml; print('PyYAML version:', yaml.__version__); print('Location:', yaml.__file__)"
# Output: PyYAML version: 5.3.1, Location: /usr/lib/python3/dist-packages/yaml/__init__.py

4. Attempt to Install PaddleOCR 3.0.1

pip install paddleocr==3.0.1

Installation fails with dependency conflicts:

ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
paddlex 3.0.1 requires PyYAML==6.0.2, but you have pyyaml 5.3.1 which is incompatible.
paddlex 3.0.1 requires numpy==1.24.4; python_version < "3.12", but you have numpy 2.2.4 which is incompatible.

5. Attempt to Upgrade PyYAML

pip install --force-reinstall PyYAML==6.0.2

Result: Fails with error:

× Cannot uninstall PyYAML 5.3.1
╰─> It is a distutils installed project and thus we cannot accurately determine which files belong to it which would lead to only a partial uninstall.

[xgdyp]

I had the same issue. For a quick fix, try pip install --ignore-installed PyYAML to overwrite it. It's still best to avoid installing with distutils, though.

[Betty2GitHub]

I had the same issue. For a quick fix, try pip install --ignore-installed PyYAML to overwrite it. It's still best to avoid installing with distutils, though.

Thank you for the quick fix solution! It works.

[Betty2GitHub]

新问题更新

在前述问题绕过 PyYAML 版本不匹配后，我可以运行基本的 CLI 推理命令，例如：

paddleocr ocr -i test_image.png --use_doc_orientation_classify False --use_doc_unwarping False --use_textline_orientation False  

然而，在启用高性能推理时遇到了新的问题：

执行以下命令后：

paddleocr ocr --enable_hpi True -i test_image.png --use_doc_orientation_classify False --use_doc_unwarping False --use_textline_orientation False  

遇到信息：

Creating model: ('PP-OCRv5_server_det', None)
Using official model (PP-OCRv5_server_det), the model files will be automatically downloaded and saved in /root/.paddlex/official_models.
grep: warning: GREP_OPTIONS is deprecated; please use an alias or script
/usr/local/lib/python3.10/dist-packages/setuptools-68.2.2-py3.10.egg/_distutils_hack/__init__.py:18: UserWarning: Distutils was imported before Setuptools, but importing Setuptools also replaces the `distutils` module in `sys.modules`. This may lead to undesirable behaviors or errors. To avoid these issues, avoid using distutils directly, ensure that setuptools is installed in the traditional way (e.g. not an editable install), and/or make sure that setuptools is always imported before distutils.
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/setuptools-68.2.2-py3.10.egg/_distutils_hack/__init__.py:33: UserWarning: Setuptools is replacing distutils.
  warnings.warn("Setuptools is replacing distutils.")
Inference backend: tensorrt
Inference backend config: precision='fp32' use_dynamic_shapes=True dynamic_shapes={'x': [[1, 3, 32, 32], [1, 3, 736, 736], [1, 3, 4000, 4000]]}
[INFO] ultra_infer/runtime/backends/tensorrt/trt_backend.cc(572)::BuildTrtEngine        Start to building TensorRT Engine...
[ERROR] ultra_infer/runtime/backends/tensorrt/trt_backend.cc(239)::log  1: No Myelin Error exists
[ERROR] ultra_infer/runtime/backends/tensorrt/trt_backend.cc(239)::log  1: [runnerBuilderBase.cpp::buildAndSerializeMyelinGraph::326] Error Code 1: Myelin (No Myelin Error exists)
[ERROR] ultra_infer/runtime/backends/tensorrt/trt_backend.cc(636)::BuildTrtEngine       Failed to call buildSerializedNetwork().
[ERROR] ultra_infer/runtime/backends/tensorrt/trt_backend.cc(752)::CreateTrtEngineFromOnnx      Failed to build tensorrt engine.
[INFO] ultra_infer/runtime/runtime.cc(320)::CreateTrtBackend    Runtime initialized with Backend::TRT in Device::GPU.
Creating model: ('PP-OCRv5_server_rec', None)
Using official model (PP-OCRv5_server_rec), the model files will be automatically downloaded and saved in /root/.paddlex/official_models.
Using Paddle Inference backend
Paddle predictor option: device_type: gpu,  device_id: 0,  run_mode: trt_fp16,  trt_dynamic_shapes: {'x': [[1, 3, 48, 160], [1, 3, 48, 320], [8, 3, 48, 3200]]},  cpu_threads: 8,  delete_pass: [],  enable_new_ir: True,  enable_cinn: False,  trt_cfg_setting: {'precision_mode': <PrecisionMode.FP16: 'FP16'>},  trt_use_dynamic_shapes: True,  trt_collect_shape_range_info: True,  trt_discard_cached_shape_range_info: False,  trt_dynamic_shape_input_data: None,  trt_shape_range_info_path: None,  trt_allow_rebuild_at_runtime: True
[ERROR] ultra_infer/runtime/backends/tensorrt/trt_backend.cc(445)::SetInputs    TRTBackend SetInputs not find name:x


--------------------------------------
C++ Traceback (most recent call last):
--------------------------------------
No stack trace in paddle, may be caused by external reasons.

----------------------
Error Message Summary:
----------------------
FatalError: `Process abort signal` is detected by the operating system.
  [TimeInfo: *** Aborted at 1749542064 (unix time) try "date -d @1749542064" if you are using GNU date ***]
  [SignalInfo: *** SIGABRT (@0x3961) received by PID 14689 (TID 0x7f9042829740) from PID 14689 ***]

Aborted (core dumped)

[zhang-prog]

可以试试删除 /root/.paddlex/official_models 下的模型后重新运行命令试下，如果还不可以，麻烦运行下面三条指令，贴一下结果，我看看是不是哪里没对齐

pip list|grep paddle
pip list|grep ultra-infer
pip list|grep tensorrt

[Betty2GitHub]

谢谢，删除模型后重新运行成功了