Part Number: AM62A7
Tool/software:
run 'python3 onnxrt_ep.py' to run the 8bit model in PC emulation mode crash crash.

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Part Number: AM62A7
Tool/software:
run 'python3 onnxrt_ep.py' to run the 8bit model in PC emulation mode crash crash.

Hi Zhiwe,
It is out pleasure to help. Would you please make sure to:
Best regards,
Qutaiba
Qutaiba,
Use the latest SDK, float32 model output is consistent.
debug_level=3,Sometimes it crashes.
Two logs are provided, one is running normally and the other is crash.
root@4ca06c9a0e36:/work/task2024/edgeai-tidl/edgeai-tidl-tools-10_00_06_00/examples/osrt_python/ort# python3 onnxrt_ep.py -m dad-3dheads_v3
Skipping import of model optimizer
Available execution providers : ['TIDLExecutionProvider', 'TIDLCompilationProvider', 'CPUExecutionProvider']
Running 1 Models - ['dad-3dheads_v3']
Running_Model : dad-3dheads_v3
\platform.machine : x86_64
numFrames 1
libtidl_onnxrt_EP loaded 0x55e99fdb3cc0
artifacts_folder = ../../../model-artifacts//dad-3dheads_v3/
debug_level = 3
target_priority = 0
max_pre_empt_delay = 340282346638528859811704183484516925440.000000
Final number of subgraphs created are : 1, - Offloaded Nodes - 163, Total Nodes - 163
In TIDL_createStateInfer
Compute on node : TIDLExecutionProvider_TIDL_0_0
************ in TIDL_subgraphRtCreate ************
The soft limit is 10240
The hard limit is 10240
MEM: Init ... !!!
MEM: Init ... Done !!!
0.0s: VX_ZONE_INIT:Enabled
0.20s: VX_ZONE_ERROR:Enabled
0.22s: VX_ZONE_WARNING:Enabled
0.1860s: VX_ZONE_INIT:[tivxInit:190] Initialization Done !!!
************ TIDL_subgraphRtCreate done ************
[1, 3, 256, 256]
shape [1, 3, 256, 256]
enter floating_model
******* In TIDL_subgraphRtInvoke ********
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1 32.00000 -1.76562 2.62500 1
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3 7.18640 -14.26305 14.88923 1
4 2.72968 0.00000 66.67459 0
5 2.47689 -38.96021 36.33594 1
6 12.96401 0.00000 18.47423 0
7 16.63772 -6.97211 5.95033 1
8 5.43261 0.00000 27.79512 0
9 29.53938 -2.86059 2.75903 1
10 8.73972 -12.58622 14.30252 1
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12 17.38975 -4.91669 4.08286 1
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54 203.86581 -0.50278 0.43901 1
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24 29.02790 -2.42870 2.65262 1
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29 42.24090 -2.42656 1.71635 1
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31 21.00973 -3.95055 4.33133 1
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33 46.10099 0.00000 3.81567 0
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38 58.25418 0.00000 3.22724 0
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69 31.49768 -1.04770 1.06357 1
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71 62.53254 0.00000 1.05545 1
75 109.05192 0.00000 1.99905 0
76 90.48623 -0.01105 1.19355 1
112 113.49120 0.00000 0.58154 1
73 95.16112 -0.01051 1.04034 1
72 95.24136 -0.87147 0.96072 1
74 47.58056 -0.81966 1.46068 1
77 47.58056 -0.77763 1.82848 1
78 51.11521 -1.05644 1.13469 1
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84 91.17462 -0.01097 1.00905 1
81 112.38960 0.00000 0.78480 1
82 56.19480 0.00000 1.56960 1
85 56.19480 -0.00892 1.82823 1
86 62.88666 -1.14757 1.17147 1
87 49.20263 0.00000 2.78066 0
88 49.20263 0.00000 2.78066 0
89 50.90704 0.00000 1.32901 1
90 50.90704 0.00000 1.95906 1
91 30.25549 -1.44108 1.60672 1
92 47.70362 0.00000 2.85753 0
93 47.70362 0.00000 2.72096 0
94 84.54800 -0.01185 1.46409 1
95 62.53254 -0.01599 1.82305 1
96 19.74141 -1.87423 1.74760 1
97 61.07684 0.00000 2.49685 0
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101 25.63089 -1.95077 1.71668 1
102 103.59212 0.00000 2.17198 0
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105 56.00729 0.00000 2.01759 1
106 29.67235 -2.22429 2.05579 1
107 64.37078 0.00000 2.15160 0
108 3.34933 -27.61747 -2.23925 1
109 3.34933 -27.76675 -2.53782 1
110 3.34933 -27.76675 -2.83639 1
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117 84.63920 0.00000 1.32917 1
120 84.63920 0.00000 1.49458 1
121 26.68995 -1.14275 1.25515 1
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Layer, Layer Cycles,kernelOnlyCycles, coreLoopCycles,LayerSetupCycles,dmaPipeupCycles, dmaPipeDownCycles, PrefetchCycles,copyKerCoeffCycles,LayerDeinitCycles,LastBlockCycles, paddingTrigger, paddingWait,LayerWithoutPad,LayerHandleCopy, BackupCycles, RestoreCycles,Multic7xContextCopyCycles,
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Sum of Layer Cycles 0
Sub Graph Stats 173.000000 2430551.000000 1521.000000
******* TIDL_subgraphRtInvoke done ********
(1, 1, 1, 512, 8, 8)
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Saving image to ../../../output_images/
Completed_Model : 1, Name : dad-3dheads_v3 , Total time : 2432.41, Offload Time : 0.00 , DDR RW MBs : 0, Output File : py_out_dad-3dheads_v3_airshow.jpg
************ in TIDL_subgraphRtDelete ************
MEM: Deinit ... !!!
MEM: Alloc's: 27 alloc's of 101391369 bytes
MEM: Free's : 27 free's of 101391369 bytes
MEM: Open's : 0 allocs of 0 bytes
MEM: Deinit ... Done !!!
root@4ca06c9a0e36:/work/task2024/edgeai-tidl/edgeai-tidl-tools-10_00_06_00/examples/osrt_python/ort#
root@4ca06c9a0e36:/work/task2024/edgeai-tidl/edgeai-tidl-tools-10_00_06_00/examples/osrt_python/ort# python3 onnxrt_ep.py -m dad-3dheads_v3 Skipping import of model optimizer Available execution providers : ['TIDLExecutionProvider', 'TIDLCompilationProvider', 'CPUExecutionProvider'] Running 1 Models - ['dad-3dheads_v3'] Running_Model : dad-3dheads_v3 \platform.machine : x86_64 numFrames 1 libtidl_onnxrt_EP loaded 0x55e28f708cc0 artifacts_folder = ../../../model-artifacts//dad-3dheads_v3/ debug_level = 3 target_priority = 0 max_pre_empt_delay = 340282346638528859811704183484516925440.000000 Final number of subgraphs created are : 1, - Offloaded Nodes - 163, Total Nodes - 163 In TIDL_createStateInfer Compute on node : TIDLExecutionProvider_TIDL_0_0 ************ in TIDL_subgraphRtCreate ************ The soft limit is 10240 The hard limit is 10240 MEM: Init ... !!! MEM: Init ... Done !!! 0.0s: VX_ZONE_INIT:Enabled 0.21s: VX_ZONE_ERROR:Enabled 0.23s: VX_ZONE_WARNING:Enabled 0.1663s: VX_ZONE_INIT:[tivxInit:190] Initialization Done !!! ************ TIDL_subgraphRtCreate done ************ [1, 3, 256, 256] shape [1, 3, 256, 256] enter floating_model ******* In TIDL_subgraphRtInvoke ******** 0 1.00000 -1.82678 2.64000 6 1 32.00000 -1.76562 2.62500 1 2 5.72365 0.00000 24.02312 0 3 7.18640 -14.26305 14.88923 1 4 2.72968 0.00000 66.67459 0 5 2.47689 -38.96021 36.33594 1 6 12.96401 0.00000 18.47423 0 7 16.63772 -6.97211 5.95033 1 8 5.43261 0.00000 27.79512 0 9 29.53938 -2.86059 2.75903 1 10 8.73972 -12.58622 14.30252 1 11 14.23418 0.00000 13.10227 0 12 17.38975 -4.91669 4.08286 1 13 11.88770 0.00000 11.98718 0 14 20.43881 -5.06390 4.45231 1 15 44.01099 -2.32896 2.03358 1 54 203.86581 -0.50278 0.43901 1 16 12.48491 -5.36648 6.28759 1 17 24.42386 0.00000 8.29107 0 18 40.68316 -2.67924 2.87588 1 19 17.01681 0.00000 7.66889 0 20 29.37257 -2.65554 2.48531 1 21 24.41737 0.00000 8.02707 0 22 23.56140 -2.27066 3.01340 1 23 34.62054 0.00000 6.51347 0 24 29.02790 -2.42870 2.65262 1 25 28.81691 0.00000 8.31109 0 26 21.86626 -3.22415 3.31561 1 27 28.14654 0.00000 8.20705 0 28 19.46270 -5.31786 3.80214 1 29 42.24090 -2.42656 1.71635 1 63 113.47041 -0.90332 0.63893 1 30 4.36347 -9.62536 10.54207 1 31 21.00973 -3.95055 4.33133 1 32 46.10099 0.00000 3.81567 0 33 46.10099 0.00000 3.81567 0 34 39.41442 -0.02543 2.23785 1 35 21.00973 -3.95055 5.92583 1 36 25.26387 -3.38428 2.63222 1 37 58.25418 0.00000 3.41606 0 38 58.25418 0.00000 3.22724 0 39 53.99453 0.00000 1.73166 1 40 42.24090 -2.29635 2.24901 1 41 51.52152 -1.48482 2.25149 1 42 70.61263 0.00000 3.35634 0 43 70.61263 0.00000 3.32094 0 44 65.89487 -0.01518 1.78314 1 45 44.01099 -2.14719 2.40849 1 46 54.09252 -2.02431 1.56214 1 47 69.17455 0.00000 3.45503 0 48 69.17455 0.00000 3.45503 0 49 46.69369 0.00000 2.52711 1
Hi Zhiwei,
Thank you for providing the logs. This is a weird behavior and we are investigating. Meanwhile, would you please consider the following:
Best regards,
Qutaiba
HI, Qutaiba,
I will update sdk to V10.0, push it to the EVM board today and test it.
Hi Zhiwei,
I will update sdk to V10.0, push it to the EVM board today and test it.
Please, run on the background /opt/vx_app_arm_remote_log.out which will provide more details about running the model on target.
Also did you try set/export this environment variable to 1 "export TIDL_RT_DEBUG=1" when running on host simulation?
Best regards,
Qutaiba