mmdeploy/docs/en/faq.md
Yue Zhou 9411fe0466
Add nms_rotated ort op (#312)
* fix pose demo and windows build (#307)

* init

* Update nms_rotated.cpp

* add postprocessing_masks gpu version (#276)

* add postprocessing_masks gpu version

* default device cpu

* pre-commit fix

Co-authored-by: hadoop-basecv <hadoop-basecv@set-gh-basecv-serving-classify11.mt>

* fixed a bug causes text-recognizer to fail when (non-NULL) empty bboxes list is passed (#310)

* [Fix] include missing <type_traits> for formatter.h (#313)

* fix formatter

* relax GCC version requirement

* fix

* fix lint

* fix lint

* [Fix] MMEditing cannot save results when testing (#336)

* fix show

* lint

* remove redundant codes

* resolve comment

* type hint

* docs(build): fix typo (#352)

* docs(build): add missing build option

* docs(build): add onnx install

* style(doc): trim whitespace

* docs(build): revert install onnx

* docs(build): add ncnn LD_LIBRARY_PATH

* docs(build): fix path error

* fix openvino export tmp model, add binary flag (#353)

* init circleci (#348)

* fix wrong input mat type (#362)

* fix wrong input mat type

* fix lint

* fix(docs): remove redundant doc tree (#360)

* fix missing ncnn_DIR & InferenceEngine_DIR (#364)

* update doc

Co-authored-by: Chen Xin <xinchen.tju@gmail.com>
Co-authored-by: Shengxi Li <982783556@qq.com>
Co-authored-by: hadoop-basecv <hadoop-basecv@set-gh-basecv-serving-classify11.mt>
Co-authored-by: lzhangzz <lzhang329@gmail.com>
Co-authored-by: Yifan Zhou <singlezombie@163.com>
Co-authored-by: tpoisonooo <khj.application@aliyun.com>
Co-authored-by: lvhan028 <lvhan_028@163.com>
2022-04-18 17:14:47 +08:00

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## Frequently Asked Questions
### TensorRT
- "WARNING: Half2 support requested on hardware without native FP16 support, performance will be negatively affected."
Fp16 mode requires a device with full-rate fp16 support.
- "error: parameter check failed at: engine.cpp::setBindingDimensions::1046, condition: profileMinDims.d[i] <= dimensions.d[i]"
When building an `ICudaEngine` from an `INetworkDefinition` that has dynamically resizable inputs, users need to specify at least one optimization profile. Which can be set in deploy config:
```python
backend_config = dict(
common_config=dict(max_workspace_size=1 << 30),
model_inputs=[
dict(
input_shapes=dict(
input=dict(
min_shape=[1, 3, 320, 320],
opt_shape=[1, 3, 800, 1344],
max_shape=[1, 3, 1344, 1344])))
])
```
The input tensor shape should be limited between `min_shape` and `max_shape`.
- "error: [TensorRT] INTERNAL ERROR: Assertion failed: cublasStatus == CUBLAS_STATUS_SUCCESS"
TRT 7.2.1 switches to use cuBLASLt (previously it was cuBLAS). cuBLASLt is the defaulted choice for SM version >= 7.0. You may need CUDA-10.2 Patch 1 (Released Aug 26, 2020) to resolve some cuBLASLt issues. Another option is to use the new TacticSource API and disable cuBLASLt tactics if you dont want to upgrade.
### Libtorch
- Error: `libtorch/share/cmake/Caffe2/Caffe2Config.cmake:96 (message):Your installed Caffe2 version uses cuDNN but I cannot find the cuDNN libraries. Please set the proper cuDNN prefixes and / or install cuDNN.`
May `export CUDNN_ROOT=/root/path/to/cudnn` to resolve the build error.
### Windows
- Error: similar like this `OSError: [WinError 1455] The paging file is too small for this operation to complete. Error loading "C:\Users\cx\miniconda3\lib\site-packages\torch\lib\cudnn_cnn_infer64_8.dll" or one of its dependencies`
Solution: according to this [post](https://stackoverflow.com/questions/64837376/how-to-efficiently-run-multiple-pytorch-processes-models-at-once-traceback), the issue may be caused by NVidia and will fix in *CUDA release 11.7*. For now one could use the [fixNvPe.py](https://gist.github.com/cobryan05/7d1fe28dd370e110a372c4d268dcb2e5) script to modify the nvidia dlls in the pytorch lib dir.
`python fixNvPe.py --input=C:\Users\user\AppData\Local\Programs\Python\Python38\lib\site-packages\torch\lib\*.dll`
You can find your pytorch installation path with:
```python
import torch
print(torch.__file__)
```
### Pip
- pip installed package but could not `import` them.
Make sure your are using conda pip.
```bash
$ which pip
# /path/to/.local/bin/pip
/path/to/miniconda3/lib/python3.9/site-packages/pip
```