./bin/resnet-training -backend=CPU -resnet50=resnet50 file.txt
contents of file.txt:
tests/images/imagenet/cat_285.png,285
tests/images/imagenet/dog_207.png,207
tests/images/imagenet/zebra_340.png,340
here is the error:
Loading resnet50 model.
WARNING: Logging before InitGoogleLogging() is written to STDERR
I0316 18:32:00.168864 11616 Graph.cpp:5880] Layout requirements checking is enabled
Preparing for training.
Differentiating graph.
Compiling backend.
I0316 18:32:00.199743 11616 Partitioner.cpp:482] The model is too small for applying partition.
Model size : 103058848
Backend Name : CPU
Device memory: 2000000000
I0316 18:32:00.702248 11616 Partitioner.cpp:88] The number of partitions is : 2
I0316 18:32:00.702265 11616 PartitionerUtils.cpp:549] 	 Partition 0:
Name :	resnet50
BackendKind :	CPU
context count :	1
total Memory :	103062848
input size:	103042720
input count :	268
input only from peers count :	267
output size:	4000
constant size:	16128
I0316 18:32:00.702288 11616 PartitionerUtils.cpp:570] 		 LogicalDeviceIDs :	0
I0316 18:32:00.702291 11616 PartitionerUtils.cpp:549] 	 Partition 1:
Name :	resnet50_grad
BackendKind :	CPU
context count :	1
total Memory :	409959712
input size:	205270848
input count :	429
input only from peers count :	0
output size:	204672736
constant size:	16128
I0316 18:32:00.702301 11616 PartitionerUtils.cpp:570] 		 LogicalDeviceIDs :	0
Training - epoch #0 from total 32
Segmentation fault (core dumped)
when i tried with the opencl backend:
Loading resnet50 model.
WARNING: Logging before InitGoogleLogging() is written to STDERR
I0316 21:45:21.926693 31914 Graph.cpp:5880] Layout requirements checking is enabled
Preparing for training.
Differentiating graph.
Compiling backend.
I0316 21:45:21.972465 31914 Partitioner.cpp:482] The model is too small for applying partition.
Model size : 103058848
Backend Name : OpenCL
Device memory: 16943087616
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: AvgPoolGrad
name : gpu_0_pool5__1_grad
Input : float<1 x 7 x 7 x 2048>
OriginalOutputForResult : float<1 x 1 x 1 x 2048>
GradOfOriginalOutputNamedResult : float<1 x 1 x 1 x 2048>
Kernels : [7, 7]
Strides : [1, 1]
Pads : [0, 0, 0, 0]
Layout : 0
CountIncludePads : 1
users : 1
GradOfInputNamedInput : float<1 x 7 x 7 x 2048>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_2_branch2c__6
Input : bool<1 x 7 x 7 x 2048>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 2048 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_2_branch2b__5
Input : bool<1 x 7 x 7 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_2_branch2a__5
Input : bool<1 x 7 x 7 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_1_branch2c__6
Input : bool<1 x 7 x 7 x 2048>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 2048 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_1_branch2b__5
Input : bool<1 x 7 x 7 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_1_branch2a__5
Input : bool<1 x 7 x 7 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_0_branch2c__6
Input : bool<1 x 7 x 7 x 2048>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 2048 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_0_branch2b__5
Input : bool<1 x 7 x 7 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 7 x 7>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res5_0_branch2a__5
Input : bool<1 x 14 x 14 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_5_branch2c__6
Input : bool<1 x 14 x 14 x 1024>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 1024 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_5_branch2b__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_5_branch2a__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_4_branch2c__6
Input : bool<1 x 14 x 14 x 1024>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 1024 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_4_branch2b__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_4_branch2a__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_3_branch2c__6
Input : bool<1 x 14 x 14 x 1024>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 1024 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_3_branch2b__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_3_branch2a__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_2_branch2c__6
Input : bool<1 x 14 x 14 x 1024>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 1024 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_2_branch2b__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_2_branch2a__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_1_branch2c__6
Input : bool<1 x 14 x 14 x 1024>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 1024 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_1_branch2b__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_1_branch2a__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_0_branch2c__6
Input : bool<1 x 14 x 14 x 1024>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 1024 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_0_branch2b__5
Input : bool<1 x 14 x 14 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 14 x 14>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res4_0_branch2a__5
Input : bool<1 x 28 x 28 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_3_branch2c__6
Input : bool<1 x 28 x 28 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_3_branch2b__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_3_branch2a__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_2_branch2c__6
Input : bool<1 x 28 x 28 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_2_branch2b__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_2_branch2a__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_1_branch2c__6
Input : bool<1 x 28 x 28 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_1_branch2b__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_1_branch2a__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_0_branch2c__6
Input : bool<1 x 28 x 28 x 512>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 512 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_0_branch2b__5
Input : bool<1 x 28 x 28 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 28 x 28>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res3_0_branch2a__5
Input : bool<1 x 56 x 56 x 128>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 128 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_2_branch2c__6
Input : bool<1 x 56 x 56 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_2_branch2b__5
Input : bool<1 x 56 x 56 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_2_branch2a__5
Input : bool<1 x 56 x 56 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_1_branch2c__6
Input : bool<1 x 56 x 56 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_1_branch2b__5
Input : bool<1 x 56 x 56 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_1_branch2a__5
Input : bool<1 x 56 x 56 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_0_branch2c__6
Input : bool<1 x 56 x 56 x 256>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 256 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_0_branch2b__5
Input : bool<1 x 56 x 56 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_res2_0_branch2a__5
Input : bool<1 x 56 x 56 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 56 x 56>
Unsupported node found while compiling Function resnet50_grad for backend OpenCL: Transpose
name : gpu_0_conv1__5
Input : bool<1 x 112 x 112 x 64>
Shuffle : [0, 3, 1, 2]
Layout : NCHW
users : 1
Result : bool<1 x 64 x 112 x 112>
F0316 21:45:22.983700 31914 Error.cpp:121] exitOnError(Error) got an unexpected ErrorValue:
Error code: COMPILE_UNSUPPORTED_NODE_AFTER_OPTIMIZE
Error message: Unsupported node(s) found after optimizing Function resnet50_grad for backend OpenCL