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update Lite mindocr_models_list #753

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42 changes: 21 additions & 21 deletions docs/en/inference/mindocr_models_list.md
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Expand Up @@ -6,34 +6,34 @@

| Model | Backbone | Language | Datset | F-score(%) | FPS | Data Shape (NCHW) | Lite convert config txt | Configuration File | Download Link |
|---|---|---|---|---|---|---|---|---|---|
| [DBNet](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | MobileNetV3 | en | IC15 | 76.96 | 26.19 | (1,3,736,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_mobilenetv3_icdar15.yaml) | [mindir]() |
| | ResNet-18 | en | IC15 | 81.73 | 24.04 | (1,3,736,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_r18_icdar15.yaml) | [mindir]() |
| | ResNet-50 | en | IC15 | 85.00 | 21.69 | (1,3,736,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_r50_icdar15.yaml) | [mindir]() |
| | ResNet-50 | ch + en | 12 datasets | 83.41 | 21.69 | (1,3,736,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_r50_icdar15.yaml) | [mindir]() |
| [DBNet++](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | ResNet-50 | en | IC15 | 86.79 | 8.46 | (1,3,1152,2048) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/dbpp_r50_icdar15.yaml) | [mindir]() |
| | ResNet-50 | ch + en | 12 datasets | 84.30 | 8.46 | (1,3,1152,2048) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/dbpp_r50_icdar15.yaml) | [mindir]() |
| [EAST](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/east) | ResNet-50 | en | IC15 | 86.86 | 6.72 | (1,3,720,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/east/east_r50_icdar15.yaml) | [mindir]() |
| | MobileNetV3 | en | IC15 | 75.32 | 26.77 | (1,3,720,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/det/east/east_mobilenetv3_icdar15.yaml) | [mindir]() |
| [PSENet](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet) | ResNet-152 | en | IC15 | 82.50 | 2.52 | (1,3,1472,2624) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet/pse_r152_icdar15.yaml) | [mindir]() |
| | ResNet-50 | en | IC15 | 81.37 | 10.16 | (1,3,736,1312) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet/pse_r50_icdar15.yaml) | [mindir]() |
| | MobileNetV3 | en | IC15 | 70.56 | 10.38 | (1,3,736,1312) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet/pse_mv3_icdar15.yaml) | [mindir]() |
| [FCENet](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/fcenet) | ResNet50 | en | IC15 | 78.94 | 14.59 | (1,3,736,1280) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/det/fcenet/fce_icdar15.yaml) | [mindir]() |
| [DBNet](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | MobileNetV3 | en | IC15 | 76.96 | 24.90 | (1,3,736,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_mobilenetv3_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_mobilenetv3_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_mobilenetv3_icdar15.mindir) |
| | ResNet-18 | en | IC15 | 81.73 | 24.16 | (1,3,736,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_r18_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_r18_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_r18_icdar15.mindir) |
| | ResNet-50 | en | IC15 | 85.00 | 25.98 | (1,3,736,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_r50_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_r50_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_r50_icdar15.mindir) |
| | ResNet-50 | ch + en | / | / | / | (1,3,736,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_r50_icdar15-ch_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/db_r50_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/db_r50_icdar15-ch.mindir) |
| [DBNet++](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | ResNet-50 | en | IC15 | 86.79 | 6.75 | (1,3,1152,2048) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/dbpp_r50_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/dbpp_r50_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/dbpp_r50_icdar15.mindir) |
| | ResNet-50 | ch + en | / | / | / | (1,3,1152,2048) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/dbpp_r50_icdar15-ch_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet/dbpp_r50_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/dbnet/dbpp_r50_icdar15-ch.mindir) |
| [EAST](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/east) | ResNet-50 | en | IC15 | 84.18 | 23.52 | (1,3,720,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/east/east_r50_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/east/east_r50_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/east/east_r50_icdar15.mindir) |
| | MobileNetV3 | en | IC15 | 75.08 | 24.37 | (1,3,720,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/east/east_mobilenetv3_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/det/east/east_mobilenetv3_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/east/east_mobilenetv3_icdar15.mindir) |
| [PSENet](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet) | ResNet-152 | en | IC15 | 81.69 | 2.94 | (1,3,1472,2624) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/psenet/pse_r152_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet/pse_r152_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/psenet/pse_r152_icdar15.mindir) |
| | ResNet-50 | en | IC15 | 81.36 | 9.94 | (1,3,736,1312) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/psenet/pse_r50_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet/pse_r50_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/psenet/pse_r50_icdar15.mindir) |
| | MobileNetV3 | en | IC15 | 70.67 | 10.33 | (1,3,736,1312) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/psenet/pse_mv3_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet/pse_mv3_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/psenet/pse_mv3_icdar15.mindir) |
| [FCENet](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/fcenet) | ResNet50 | en | IC15 | 77.99 | 16.97 | (1,3,736,1280) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/fcenet/fce_icdar15_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/det/fcenet/fce_icdar15.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/fcenet/fce_icdar15.mindir) |

### Text Recognition

| Model | Backbone | Character Dict | Dataset | Acc(%) | FPS | Data Shape (NCHW) | Lite convert config txt | Configuration File | Download Link |
|---|---|---|---|---|---|---|---|---|---|
| [CRNN](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn) | VGG7 | Default | IC15 | 66.01 | 465.64 | (1,3,32,100) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn/crnn_vgg7.yaml) | [mindir]() |
| | ResNet34_vd | Default | IC15 | 69.67 | 397.29 | (1,3,32,100) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn/crnn_resnet34.yaml) | [mindir]() |
| | ResNet34_vd | [ch_dict.txt](https://github.com/mindspore-lab/mindocr/tree/main/mindocr/utils/dict/ch_dict.txt) | / | / | / | (1,3,32,320) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn/crnn_resnet34_ch.yaml) | [mindir]() |
| [SVTR](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/svtr) | Tiny | Default | IC15 | 79.92 | 338.04 | (1,3,64,256) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/svtr/svtr_tiny.yaml) | [mindir]() |
| [Rare](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/rare) | ResNet34_vd | Default | IC15 | 69.47 | 273.23 | (1,3,32,100) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/rare/rare_resnet34.yaml) | [mindir]() |
| | ResNet34_vd | [ch_dict.txt](https://github.com/mindspore-lab/mindocr/tree/main/mindocr/utils/dict/ch_dict.txt) | / | / | / | (1,3,32,320) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/rare/rare_resnet34_ch.yaml) | [mindir]() |
| [RobustScanner](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/robustscanner) | ResNet-31 | [en_dict90.txt](https://github.com/mindspore-lab/mindocr/blob/main/mindocr/utils/dict/en_dict90.txt) | IC15 | 73.71 | 22.30 | (1,3,48,160) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/robustscanner/robustscanner_resnet31.yaml) | [mindir]() |
| [VisionLAN](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/visionlan) | ResNet-45 | Default | IC15 | 80.07 | 321.37 | (1,3,64,256) | [yaml(LA)](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/visionlan/visionlan_resnet45_LA.yaml) | [mindir(LA)]() |
| [CRNN](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn) | VGG7 | Default | IC15 | 66.01 | 394.30 | (1,3,32,100) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/crnn/crnn_vgg7_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn/crnn_vgg7.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/crnn/crnn_vgg7.mindir) |
| | ResNet34_vd | Default | IC15 | 69.67 | 339.45 | (1,3,32,100) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/crnn/crnn_resnet34_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn/crnn_resnet34.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/crnn/crnn_resnet34.mindir) |
| | ResNet34_vd | [ch_dict.txt](https://github.com/mindspore-lab/mindocr/tree/main/mindocr/utils/dict/ch_dict.txt) | / | / | / | (1,3,32,320) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/crnn/crnn_resnet34_ch_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn/crnn_resnet34_ch.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/crnn/crnn_resnet34_ch.mindir) |
| [SVTR](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/svtr) | Tiny | Default | IC15 | 80.02 | 314.08 | (1,3,64,256) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/svtr/svtr_tiny_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/svtr/svtr_tiny.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/svtr/svtr_tiny.mindir) |
| [Rare](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/rare) | ResNet34_vd | Default | IC15 | 69.48 | 239.66 | (1,3,32,100) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/rare/rare_resnet34_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/rare/rare_resnet34.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/rare/rare_resnet34.mindir) |
| | ResNet34_vd | [ch_dict.txt](https://github.com/mindspore-lab/mindocr/tree/main/mindocr/utils/dict/ch_dict.txt) | / | / | / | (1,3,32,320) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/rare/rare_resnet34_ch_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/rare/rare_resnet34_ch.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/rare/rare_resnet34_ch.mindir) |
| [RobustScanner](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/robustscanner) | ResNet-31 | [en_dict90.txt](https://github.com/mindspore-lab/mindocr/blob/main/mindocr/utils/dict/en_dict90.txt) | IC15 | 78.62 | 63.81 | (1,3,48,160) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/robustscanner/robustscanner_resnet31_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/robustscanner/robustscanner_resnet31.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/robustscanner/robustscanner_resnet31.mindir) |
| [VisionLAN](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/visionlan) | ResNet-45 | Default | IC15 | 80.07 | 301.49 | (1,3,64,256) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/visionlan/visionlan_resnet45_LA_config.txt) | [yaml(LA)](https://github.com/mindspore-lab/mindocr/blob/main/configs/rec/visionlan/visionlan_resnet45_LA.yaml) | [mindir(LA)](https://download-mindspore.osinfra.cn/toolkits/mindocr/visionlan/visionlan_resnet45_LA.mindir) |


### Text Direction Classification
| Model | Backbone | Dataset | Acc(%) | FPS | Data Shape (NCHW) | Lite convert config txt | Configuration File | Download Link |
|---|---|---|---|---|---|---|---|---|
| [MobileNetV3](https://github.com/mindspore-lab/mindocr/tree/main/configs/cls/mobilenetv3) | MobileNetV3 | / | / | / | (1,3,48,192) | [config.txt]() | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/cls/mobilenetv3/cls_mv3.yaml) | [mindir]() |
| [MobileNetV3](https://github.com/mindspore-lab/mindocr/tree/main/configs/cls/mobilenetv3) | MobileNetV3 | / | / | / | (1,3,48,192) | [config.txt](https://download-mindspore.osinfra.cn/toolkits/mindocr/cls/cls_mv3_config.txt) | [yaml](https://github.com/mindspore-lab/mindocr/tree/main/configs/cls/mobilenetv3/cls_mv3.yaml) | [mindir](https://download-mindspore.osinfra.cn/toolkits/mindocr/cls/cls_mv3.mindir) |
56 changes: 56 additions & 0 deletions docs/en/tutorials/frequently_asked_questions.md
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Expand Up @@ -486,6 +486,62 @@ Ascend 310 or Ascend 310P3 may not support calculation in MindSpore Ascend mode.

shows that variable `x` does not match with variable `args0`. Try to replace `args0` with `x` in the `config.txt`.

- `Can't find OpAdapter for LSTM` occurs when converting model to `MindSpore Lite Mindir` by `converter_lite`.

After exporting a MindIR file by `export.py` on lite inference devices, convert the MindIR file to `MindSpore Lite Mindir` by `converter_lite` as the following command:

```bash
converter_lite \
--saveType=MINDIR \
--fmk=MINDIR \
--optimize=ascend_oriented \
--modelFile=./models/rec/CRNN/VGG7/crnn_vgg7.mindir \
--outputFile=./models/rec/CRNN/VGG7/crnn_vgg7_lite \
--configFile=./config.txt
```

Error may occur:

```planetext
[WARNING] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.361 [mindspore/ccsrc/transform/graph_ir/utils.cc:59] FindAdapter] Can't find OpAdapter for LSTM
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.393 [mindspore/ccsrc/transform/graph_ir/convert.cc:4040] ConvertCNode] Cannot get adapter for Default/neck-RNNEncoder/seq_encoder-LSTM/rnn-_DynamicLSTMCPUGPU/LSTM-op90
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.437 [mindspore/ccsrc/transform/graph_ir/convert.cc:1034] ConvertAllNode] Failed to convert node: @391_390_1_mindocr_models_base_model_BaseModel_construct_24_1:nout{[0]: ValueNode<Primitive> LSTM, [1]: nout, [2]: nout, [3]: nout, [4]: nout}.
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.457 [mindspore/ccsrc/transform/graph_ir/convert.cc:1034] ConvertAllNode] Failed to convert node: ValueNode<Primitive> TupleGetItem.
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.561 [mindspore/ccsrc/transform/graph_ir/convert.cc:1034] ConvertAllNode] Failed to convert node: @391_390_1_mindocr_models_base_model_BaseModel_construct_24_1:nout{[0]: ValueNode<Primitive> TupleGetItem, [1]: nout, [2]: ValueNode<Int64Imm> 0}.
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.582 [mindspore/ccsrc/transform/graph_ir/convert.cc:1034] ConvertAllNode] Failed to convert node: ValueNode<Primitive> ReverseV2.
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.667 [mindspore/ccsrc/transform/graph_ir/convert.cc:1034] ConvertAllNode] Failed to convert node: @391_390_1_mindocr_models_base_model_BaseModel_construct_24_1:nout{[0]: ValueNode<Primitive> ReverseV2, [1]: nout}.
[ERROR] GE_ADPT(837950,7feb6e13bf40,converter_lite):2024-10-26-07:37:40.545.734 [mindspore/ccsrc/transform/graph_ir/convert.cc:1034] ConvertAllNode] Failed to convert node: @391_390_1_mindocr_models_base_model_BaseModel_construct_24_1:param_neck.seq_encoder.bias_hh_l0.
```

In this case, please try to export the MindIR file by `export.py` on Ascend training devices, and then convert the MindIR file to `MindSpore Lite Mindir` by `converter_lite` on lite inference devices.

- `RuntimeError: Load op info form json config failed, version: Ascend310` occurs when export a MindIR file by `export.py`.

Export a MindIR file by `export.py` on lite inference devices as the following command:

```bash
python tools/export.py \
--model_name_or_config configs/det/fcenet/fce_icdar15.yaml \
--data_shape 736 1280 \
--local_ckpt_path ./fcenet_resnet50-43857f7f.ckpt
```

Error may occur:

```bash
[ERROR] KERNEL(849474,7f7571d68740,python):2024-10-26-08:44:27.998.221 [mindspore/ccsrc/kernel/oplib/op_info_utils.cc:179] LoadOpInfoJson] Get op info json suffix path failed, soc_version: Ascend310
[ERROR] KERNEL(849474,7f7571d68740,python):2024-10-26-08:44:27.998.362 [mindspore/ccsrc/kernel/oplib/op_info_utils.cc:118] GenerateOpInfos] Load op info json failed, version: Ascend310
[ERROR] ANALYZER(849474,7f7571d68740,python):2024-10-26-08:44:30.168.028 [mindspore/ccsrc/pipeline/jit/ps/static_analysis/async_eval_result.cc:70] HandleException] Exception happened, check the information as below.
RuntimeError: Load op info form json config failed, version: Ascend310

----------------------------------------------------
- C++ Call Stack: (For framework developers)
----------------------------------------------------
mindspore/ccsrc/plugin/device/ascend/hal/device/ascend_kernel_runtime.cc:320 Init
```

In this case, please try to export the MindIR file by `export.py` on Ascend training devices.

- `Save ge model to buffer failed.` when using Cloud-Side `mindir` model to do inference.
For example, if you use Cloud-Side `mindir` model to do inference in detection stage, it may raise:

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