MMdnn is a set of tools to help users inter-operate among different deep learning frameworks. E.g. model conversion and visualization. Convert models between Caffe, Keras, MXNet, Tensorflow, CNTK, PyTorch Onnx and CoreML.
I want to run this model on my comptuer. I'm trying to convert it from Caffe to Tensorflow, but I'm having some difficulty in doing it. I really don't know what I'm doing or where I'm doing things wrong and I've been stuck here for hours. I would really be glad if someone could help.
I'm currently getting this error:
------------------------------------------------------------
WARNING: PyCaffe not found!
Falling back to a pure protocol buffer implementation.
* Conversions will be drastically slower.
* This backend is UNTESTED!
------------------------------------------------------------
Warning: parameters not reshaped for node: [BatchNorm] bn_conv1_b
Warning: parameters not reshaped for node: [BatchNorm] bn1_branch1
Warning: parameters not reshaped for node: [BatchNorm] bn1_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bn1_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bn1_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bn4_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bn4_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bn4_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bn5_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bn5_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bn5_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bn6_branch1
Warning: parameters not reshaped for node: [BatchNorm] bn6_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bn6_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bn6_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low1_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low1_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low1_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low2_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low2_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low2_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low5_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low5_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low5_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low1_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low1_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low1_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low2_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low2_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low2_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low5_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low5_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low5_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low1_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low1_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low1_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low2_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low2_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low2_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low5_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low5_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low5_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low1_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low1_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low1_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low2_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low2_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low2_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low5_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low5_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low5_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low6_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low6_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low6_branch2c
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low7_branch2a
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low7_branch2b
Warning: parameters not reshaped for node: [BatchNorm] bnhg1_low6_low6_low6_low7_branch2c
Traceback (most recent call last):
File "/home/mfujita/anaconda3/envs/mmdnn/bin/mmconvert", line 8, in <module>
sys.exit(_main())
File "/home/mfujita/anaconda3/envs/mmdnn/lib/python3.10/site-packages/mmdnn/conversion/_script/convert.py", line 102, in _main
ret = convertToIR._convert(ir_args)
File "/home/mfujita/anaconda3/envs/mmdnn/lib/python3.10/site-packages/mmdnn/conversion/_script/convertToIR.py", line 16, in _convert
transformer = CaffeTransformer(args.network, args.weights, "tensorflow", inputshape[0], phase = args.caffePhase)
File "/home/mfujita/anaconda3/envs/mmdnn/lib/python3.10/site-packages/mmdnn/conversion/caffe/transformer.py", line 336, in __init__
graph = graph.transformed([DataReshaper({ # Reshape the parameters to TensorFlow's ordering
File "/home/mfujita/anaconda3/envs/mmdnn/lib/python3.10/site-packages/mmdnn/conversion/caffe/graph.py", line 287, in transformed
graph = transformer(graph)
File "/home/mfujita/anaconda3/envs/mmdnn/lib/python3.10/site-packages/mmdnn/conversion/caffe/transformer.py", line 151, in __call__
node.reshaped_data = weights.transpose(transpose_order)
ValueError: axes don't match array
Platform (like ubuntu 16.04/win10): Ubuntu 22.04 LTS
Python version: conda 4.13.0 Python 3.10.4
Source framework with version (like Tensorflow 1.4.1 with GPU): Caffe
Destination framework with version (like CNTK 2.3 with GPU): Tensorflow
Pre-trained model path (webpath or webdisk path): https://github.com/henzler/single-image-tomography
Running scripts:
mmconvert -sf caffe -in deploy.prototxt -iw hourglass256x128x128_iter_150000.caffemodel -df tensorflow -om caffeI want to run this model on my comptuer. I'm trying to convert it from Caffe to Tensorflow, but I'm having some difficulty in doing it. I really don't know what I'm doing or where I'm doing things wrong and I've been stuck here for hours. I would really be glad if someone could help.
I'm currently getting this error: