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yeephycho / tensorflow-face-detection

A mobilenet SSD based face detector, powered by tensorflow object detection api, trained by WIDERFACE dataset.
Apache License 2.0
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Error occur while converting graphdef to .tflite. ConverterError: TOCO failed. See console for info. #52

Closed jyotirmayghosh closed 5 years ago

jyotirmayghosh commented 5 years ago

I am try to convert the graphDef model to tflite using tf.lite.TFLiteConverter.from_frozen_graph() checked every steps as mentioned in the document.

`ConverterError Traceback (most recent call last)

in 9 converter = tf.lite.TFLiteConverter.from_frozen_graph(graph_def_file, input_arrays, output_arrays, input_shape) 10 #converter.target_ops = [tf.lite.OpsSet.TFLITE_BUILTINS,tf.lite.OpsSet.SELECT_TF_OPS] ---> 11 tflite_model = converter.convert() 12 open("E:/training_models/tensorflow_face_detection/model/detect_face.tflite", "wb").write(tflite_model) ~\AppData\Local\Continuum\anaconda3\envs\tensorflow\lib\site-packages\tensorflow\lite\python\lite.py in convert(self) 453 input_tensors=self._input_tensors, 454 output_tensors=self._output_tensors, --> 455 **converter_kwargs) 456 else: 457 result = _toco_convert_graph_def( ~\AppData\Local\Continuum\anaconda3\envs\tensorflow\lib\site-packages\tensorflow\lite\python\convert.py in toco_convert_impl(input_data, input_tensors, output_tensors, *args, **kwargs) 440 data = toco_convert_protos(model_flags.SerializeToString(), 441 toco_flags.SerializeToString(), --> 442 input_data.SerializeToString()) 443 return data 444 ~\AppData\Local\Continuum\anaconda3\envs\tensorflow\lib\site-packages\tensorflow\lite\python\convert.py in toco_convert_protos(model_flags_str, toco_flags_str, input_data_str) 203 stderr = _try_convert_to_unicode(stderr) 204 raise ConverterError( --> 205 "TOCO failed. See console for info.\n%s\n%s\n" % (stdout, stderr)) 206 finally: 207 # Must manually cleanup files.` Below is the detail ConverterError Log: `ConverterError: TOCO failed. See console for info. 2019-03-29 15:04:07.619011: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.619546: E tensorflow/core/framework/op_kernel.cc:1325] OpKernel ('op: "WrapDatasetVariant" device_type: "CPU"') for unknown op: WrapDatasetVariant 2019-03-29 15:04:07.619822: E tensorflow/core/framework/op_kernel.cc:1325] OpKernel ('op: "WrapDatasetVariant" device_type: "GPU" host_memory_arg: "input_handle" host_memory_arg: "output_handle"') for unknown op: WrapDatasetVariant 2019-03-29 15:04:07.620164: E tensorflow/core/framework/op_kernel.cc:1325] OpKernel ('op: "UnwrapDatasetVariant" device_type: "CPU"') for unknown op: UnwrapDatasetVariant 2019-03-29 15:04:07.620413: E tensorflow/core/framework/op_kernel.cc:1325] OpKernel ('op: "UnwrapDatasetVariant" device_type: "GPU" host_memory_arg: "input_handle" host_memory_arg: "output_handle"') for unknown op: UnwrapDatasetVariant 2019-03-29 15:04:07.620818: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.621030: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayScatterV3 2019-03-29 15:04:07.621242: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayScatterV3 2019-03-29 15:04:07.621439: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.621643: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.621821: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.621980: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.622124: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.622431: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.622693: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.622951: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.623237: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: LoopCond 2019-03-29 15:04:07.623506: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: LoopCond 2019-03-29 15:04:07.623810: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.624086: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.624364: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.624635: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.624921: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayReadV3 2019-03-29 15:04:07.625226: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayReadV3 2019-03-29 15:04:07.625557: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.625834: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.626113: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayWriteV3 2019-03-29 15:04:07.626416: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayWriteV3 2019-03-29 15:04:07.626709: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Exit 2019-03-29 15:04:07.626974: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Exit 2019-03-29 15:04:07.627246: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArraySizeV3 2019-03-29 15:04:07.627534: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArraySizeV3 2019-03-29 15:04:07.627767: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayGatherV3 2019-03-29 15:04:07.628010: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayGatherV3 2019-03-29 15:04:07.655854: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.656194: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.656419: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.656584: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.656792: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.657003: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.657222: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayScatterV3 2019-03-29 15:04:07.657419: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayScatterV3 2019-03-29 15:04:07.657637: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayScatterV3 2019-03-29 15:04:07.657834: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayScatterV3 2019-03-29 15:04:07.658037: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayScatterV3 2019-03-29 15:04:07.658200: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayScatterV3 2019-03-29 15:04:07.658401: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.658657: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.658953: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.659242: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.659429: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.659616: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.659818: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayV3 2019-03-29 15:04:07.660003: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayV3 2019-03-29 15:04:07.660208: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.660408: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.660574: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.660748: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.660924: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.661116: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.661290: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.661484: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.661666: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.661830: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.662024: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.662207: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.662376: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: LoopCond 2019-03-29 15:04:07.662560: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: LoopCond 2019-03-29 15:04:07.662757: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.662926: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.663089: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.663260: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.663444: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayReadV3 2019-03-29 15:04:07.663614: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayReadV3 2019-03-29 15:04:07.663804: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.664024: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.664298: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.664561: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.664845: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayReadV3 2019-03-29 15:04:07.665148: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayReadV3 2019-03-29 15:04:07.665444: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.665711: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.665988: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.666254: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.666525: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayReadV3 2019-03-29 15:04:07.666812: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayReadV3 2019-03-29 15:04:07.667245: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Where 2019-03-29 15:04:07.667517: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Where 2019-03-29 15:04:07.667823: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.668095: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.668382: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Where 2019-03-29 15:04:07.668655: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Where 2019-03-29 15:04:07.668981: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: NonMaxSuppression 2019-03-29 15:04:07.669255: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: NonMaxSuppression 2019-03-29 15:04:07.669547: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Where 2019-03-29 15:04:07.669712: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Where 2019-03-29 15:04:07.669987: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Where 2019-03-29 15:04:07.670221: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Where 2019-03-29 15:04:07.670478: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: NonMaxSuppression 2019-03-29 15:04:07.670756: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: NonMaxSuppression 2019-03-29 15:04:07.671031: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Size 2019-03-29 15:04:07.671248: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Size 2019-03-29 15:04:07.672109: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.672288: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.672471: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayWriteV3 2019-03-29 15:04:07.672678: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayWriteV3 2019-03-29 15:04:07.672832: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.673133: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.673332: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayWriteV3 2019-03-29 15:04:07.673552: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayWriteV3 2019-03-29 15:04:07.673795: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.673988: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.674160: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayWriteV3 2019-03-29 15:04:07.674376: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayWriteV3 2019-03-29 15:04:07.674649: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Enter 2019-03-29 15:04:07.674840: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Enter 2019-03-29 15:04:07.675038: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayWriteV3 2019-03-29 15:04:07.675345: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayWriteV3 2019-03-29 15:04:07.675728: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Exit 2019-03-29 15:04:07.676027: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Exit 2019-03-29 15:04:07.676381: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Exit 2019-03-29 15:04:07.676575: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Exit 2019-03-29 15:04:07.676756: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Exit 2019-03-29 15:04:07.676946: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Exit 2019-03-29 15:04:07.677100: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: Exit 2019-03-29 15:04:07.677284: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: Exit 2019-03-29 15:04:07.677453: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArraySizeV3 2019-03-29 15:04:07.677657: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArraySizeV3 2019-03-29 15:04:07.677871: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayGatherV3 2019-03-29 15:04:07.678061: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayGatherV3 2019-03-29 15:04:07.678274: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArraySizeV3 2019-03-29 15:04:07.678468: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArraySizeV3 2019-03-29 15:04:07.678671: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayGatherV3 2019-03-29 15:04:07.678837: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayGatherV3 2019-03-29 15:04:07.679068: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArraySizeV3 2019-03-29 15:04:07.679302: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArraySizeV3 2019-03-29 15:04:07.679614: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayGatherV3 2019-03-29 15:04:07.679907: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayGatherV3 2019-03-29 15:04:07.680209: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArraySizeV3 2019-03-29 15:04:07.680499: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArraySizeV3 2019-03-29 15:04:07.680816: I tensorflow/lite/toco/import_tensorflow.cc:1324] Converting unsupported operation: TensorArrayGatherV3 2019-03-29 15:04:07.681064: I tensorflow/lite/toco/import_tensorflow.cc:1373] Unable to determine output type for op: TensorArrayGatherV3 2019-03-29 15:04:07.757845: I tensorflow/lite/toco/graph_transformations/graph_transformations.cc:39] Before Removing unused ops: 1461 operators, 2604 arrays (0 quantized) 2019-03-29 15:04:07.881035: I tensorflow/lite/toco/graph_transformations/graph_transformations.cc:39] After Removing unused ops pass 1: 1402 operators, 2490 arrays (0 quantized) 2019-03-29 15:04:08.033914: I tensorflow/lite/toco/graph_transformations/graph_transformations.cc:39] Before general graph transformations: 1402 operators, 2490 arrays (0 quantized) 2019-03-29 15:04:08.127816: F tensorflow/lite/toco/graph_transformations/resolve_constant_slice.cc:59] Check failed: dim_size >= 1 (0 vs. 1)` This operations are not supported by the tflite. Can anyone help me to solve this issue.
yeephycho commented 5 years ago

It seems that the model contains some tensorflow operator that doesn't supported by tflite, what a pity!

jyotirmayghosh commented 5 years ago

It seems that the model contains some tensorflow operator that doesn't supported by tflite, what a pity!

Can you please help me to fix this issue?