I use the mobileNet pre-trained model for object-detection.I have owned frozen_graph file, and I use tool to know the input_arrays and output_arrays.This is my command:
bazel-bin/tensorflow/contrib/lite/toco/toco \
--input_file=$(pwd)/mobilenet_v1_1.0_224/frozen_graph.pb \
--input_format=TENSORFLOW_GRAPHDEF --output_format=TFLITE \
--output_file=/tmp/mobilenet_v1_1.0_224.tflite --inference_type=FLOAT \
--input_type=FLOAT --input_arrays=image_tensor \
--output_arrays=detection_boxes,detection_scores,detection_classes,num_detections --input_shapes=1,224,224,3
While I run the commend, the following message appear:
2018-02-16 19:44:08.718034: W
tensorflow/contrib/lite/toco/toco_cmdline_flags.cc:178] --input_type
is deprecated. It was an ambiguous flag that set both --
input_data_types and --inference_input_type. If you are trying to
complement the input file with information about the type of input
arrays, use --input_data_type. If you are trying to control the
quantization/dequantization of real-numbers input arrays in the
output file, use --inference_input_type.
2018-02-16 19:44:08.856935: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.857029: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayScatterV3
2018-02-16 19:44:08.857055: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.857079: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.857099: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.857143: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.857162: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: LoopCond
2018-02-16 19:44:08.857238: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayReadV3
2018-02-16 19:44:08.857269: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.857287: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.857339: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayWriteV3
2018-02-16 19:44:08.857357: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.857388: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exit
2018-02-16 19:44:08.857400: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArraySizeV3
2018-02-16 19:44:08.857428: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayGatherV3
2018-02-16 19:44:08.857524: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: LogicalAnd
2018-02-16 19:44:08.897050: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Equal
2018-02-16 19:44:08.898806: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170]
Convertingunsupported operation: Equal
2018-02-16 19:44:08.899023: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Unpack
2018-02-16 19:44:08.899129: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Unpack
2018-02-16 19:44:08.899194: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exp
2018-02-16 19:44:08.899218: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exp
2018-02-16 19:44:08.899485: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899511: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899529: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899632: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayScatterV3
2018-02-16 19:44:08.899726: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayScatterV3
2018-02-16 19:44:08.899831: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayScatterV3
2018-02-16 19:44:08.899864: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899883: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899932: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899969: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayV3
2018-02-16 19:44:08.899997: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900021: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900044: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900084: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900105: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900195: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900216: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: LoopCond
2018-02-16 19:44:08.900276: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayReadV3
2018-02-16 19:44:08.900296: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900313: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900327: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayReadV3
2018-02-16 19:44:08.900342: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900354: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900371: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayReadV3
2018-02-16 19:44:08.900388: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900405: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900548: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Equal
2018-02-16 19:44:08.900577: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Unpack
2018-02-16 19:44:08.900660: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Where
2018-02-16 19:44:08.900746: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Unpack
2018-02-16 19:44:08.900786: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.900903: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Where
2018-02-16 19:44:08.901007: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: NonMaxSuppressionV2
2018-02-16 19:44:08.901039: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: ZerosLike
2018-02-16 19:44:08.901120: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Where
2018-02-16 19:44:08.901214: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Unpack
2018-02-16 19:44:08.901336: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Where
2018-02-16 19:44:08.901447: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: NonMaxSuppressionV2
2018-02-16 19:44:08.901485: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: ZerosLike
2018-02-16 19:44:08.901568: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Where
2018-02-16 19:44:08.901651: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Unpack
2018-02-16 19:44:08.901780: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Where
2018-02-16 19:44:08.901891: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: NonMaxSuppressionV2
2018-02-16 19:44:08.901926: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: ZerosLike
2018-02-16 19:44:08.902033: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Size
2018-02-16 19:44:08.902053: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Equal
2018-02-16 19:44:08.902096: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TopKV2
2018-02-16 19:44:08.902883: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayWriteV3
2018-02-16 19:44:08.902909: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.902936: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayWriteV3
2018-02-16 19:44:08.902960: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.902989: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayWriteV3
2018-02-16 19:44:08.903013: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.903037: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayWriteV3
2018-02-16 19:44:08.903061: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Enter
2018-02-16 19:44:08.903117: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exit
2018-02-16 19:44:08.903135: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exit
2018-02-16 19:44:08.903150: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exit
2018-02-16 19:44:08.903165: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: Exit
2018-02-16 19:44:08.903187: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArraySizeV3
2018-02-16 19:44:08.903235: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayGatherV3
2018-02-16 19:44:08.903286: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArraySizeV3
2018-02-16 19:44:08.903352: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayGatherV3
2018-02-16 19:44:08.903400: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArraySizeV3
2018-02-16 19:44:08.903442: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayGatherV3
2018-02-16 19:44:08.903486: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArraySizeV3
2018-02-16 19:44:08.903547: I
tensorflow/contrib/lite/toco/import_tensorflow.cc:1170] Converting
unsupported operation: TensorArrayGatherV3
2018-02-16 19:44:08.932207: F
tensorflow/contrib/lite/toco/tooling_util.cc:748] Check failed: d >=
1 (0 vs. 1)
Abort trap: 6
the final error is:
Check failed: d >= 1 (0 vs. 1)
Abort trap: 6
I really don't know what the error mean, can you give me a help? thanks:)