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Hi,
I just trained a model with the Object Detection API on my own made dataset and want to put it on a AI Edge device.
Using https://docs.openvinotoolkit.org/latest/_docs_MO_DG_prepare_model_convert_model_Convert_Model_From_TensorFlow.html as the guide, I tried to convert the model with the MetaGraph method with:
python mo_tf.py --input_meta_graph ...\dataset\model.ckpt-21280.meta
and i got this as the output:
WARNING: Logging before flag parsing goes to stderr.
E0814 14:43:57.873081 1280 main.py:307] Exception occurred during running replacer "REPLACEMENT_ID" (<class 'extensions.front.output_cut.OutputCut'>): Graph contains 0 node after executing <class 'extensions.front.output_cut.OutputCut'>. It considered as error because resulting IR will be empty which is not usual
Any ideas how to fix this? I also tried to freeze the model first but the convertion also failed.
Thanks for your answers.
CD
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just want to add that I did everything like here https://github.com/datitran/raccoon_dataset to build up the model
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Dear CD,
For Tensorflow Object Detection API, your Model Optimizer command is incorrect. Please have a look at Model Optimizer Tensorflow Object Detection API Doc . You are missing some required switches to your mo_tf.py command.
Hope it helps,
Thanks,
Shubha
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Hi Shubha,
I already tried it with this command:
python mo_tf.py
--input_model .../dataset/inference_graph/frozen_inference_graph.pb
--tensorflow_use_custom_operations_config extensions/front/tf/ssd_v2_support.json
--tensorflow_object_detection_api_pipeline_config ...\dataset\inference_graph\pipeline.config
but it throws back this error:
The Preprocessor block has been removed. Only nodes performing mean value subtraction and scaling (if applicable) are kept.
WARNING: Logging before flag parsing goes to stderr.
E0816 11:14:24.682615 12920 replacement.py:89] Failed to match nodes from custom replacement description with id 'ObjectDetectionAPISSDPostprocessorReplacement':
It means model and custom replacement description are incompatible.
Try to correct custom replacement description according to documentation with respect to model node names
E0816 11:14:33.846275 12920 infer.py:180] Cannot infer shapes or values for node "Postprocessor/Cast_1".
E0816 11:14:33.846275 12920 infer.py:181] 0
E0816 11:14:33.847273 12920 infer.py:182]
E0816 11:14:33.847273 12920 infer.py:183] It can happen due to bug in custom shape infer function <function Cast.infer at 0x000001CF5E343400>.
E0816 11:14:33.847273 12920 infer.py:184] Or because the node inputs have incorrect values/shapes.
E0816 11:14:33.847273 12920 infer.py:185] Or because input shapes are incorrect (embedded to the model or passed via --input_shape).
E0816 11:14:33.849267 12920 infer.py:194] Run Model Optimizer with --log_level=DEBUG for more information.
E0816 11:14:33.849267 12920 main.py:307] Exception occurred during running replacer "REPLACEMENT_ID" (<class 'extensions.middle.PartialInfer.PartialInfer'>): Stopped shape/value propagation at "Postprocessor/Cast_1" node.
For more information please refer to Model Optimizer FAQ (https://docs.openvinotoolkit.org/latest/_docs_MO_DG_prepare_model_Model_Optimizer_FAQ.html), question #38.
Can you help me with the command? I attached my frozen model to this post.
Thanks,
CD
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Dear CD,
Please use ssd_support_api_v1.14.json but first edit the file to change "Postprocessor/Cast" to "Postprocessor/Cast_1". Then it should work.
Let me know !
Thanks,
Shubha
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Dear Shubha,
Thank you very much for your help! It's working perfectly.
CD
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Dearest CD,
I'm extremely happy to hear it ! Thanks for sharing with the OpenVino community !
Shubha
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