...
Stop the server (see Starting and stopping the Axxon One Server in Linux OS).
| Note |
|---|
|
If the system has the software running on GPU, you must stop its operation. |
Login as ngp superuser:
In the command prompt, run the command:
Enter the password for the root superuser.
Create a folder with a custom name to store the cache. For example:
| Code Block |
|---|
|
mkdir /opt/AxxonSoft/AxxonOne/gpucache |
Change folder permissions:
| Code Block |
|---|
|
chmod -R 777 /opt/AxxonSoft/AxxonOne/gpucache |
Go to the /opt/AxxonSoft/AxxonOne folder:
| Code Block |
|---|
|
cd /opt/AxxonSoft/AxxonOne |
- Open the server configuration file for editing:
| Code Block |
|---|
|
sudo nano instance.conf |
| Note |
|---|
|
When you use the server in failover mode, you should: - Open the /etc/AxxonSoft folder:
| Code Block |
|---|
| cd /etc/AxxonSoft |
- Open the server configuration file for editing:
| Code Block |
|---|
| sudo nano axxon-one.conf |
- Add the GPU_CACHE_DIR system variable in the configuration file, wherethevaluewillspecify the pathto the cachelocationfolder:
| Code Block |
|---|
| export GPU_CACHE_DIR="/opt/AxxonSoft/AxxonOne/gpucache" |
- Save the changes in the server configuration file.
- Add the GPU_CACHE_DIR system variable in the /etc/profile file:
| Code Block |
|---|
| export GPU_CACHE_DIR="/opt/AxxonSoft/AxxonOne/gpucache" |
- Run the command:
| Code Block |
|---|
| source /etc/profile |
|
Add the GPU_CACHE_DIR system variable,wherethevaluewillspecify the pathto the cachelocationfolder. For example:
| Code Block |
|---|
|
export GPU_CACHE_DIR="/opt/AxxonSoft/AxxonOne/gpucache" |
Save the server configuration file using the Ctrl+O keyboard shortcut.
Exit file editing mode using the Ctrl+X keyboard shortcut.
- In the command prompt, run the command that was usedtoadd the systemvariablewiththepathto the cache location folder. For example:
| Code Block |
|---|
|
export GPU_CACHE_DIR="/opt/AxxonSoft/AxxonOne/gpucache" |
Go to the /opt/AxxonSoft/DetectorPack/ folder:
| Code Block |
|---|
|
cd /opt/AxxonSoft/DetectorPack |
Run the following command:
| Code Block |
|---|
|
./NeuroPackGpuCacheGenerator |
| Note |
|---|
|
If more than one Nvidia GPU is available, you will be able to select one. To do this, specify a number from 0 to 3, which corresponds to the required device in the list. |
Optimizing the operation of the neural analytics on GPU is complete. The utility will create the caches of four neural networks included in the Neuro Pack add-ons:
- GeneralNMHuman_v1.0GPU_onnx.ann (or GeneralNMHuman_v1.0_onnx.ann, starting with Detector Pack 3.16)—person;
- smokeScanned_v1_onnx.ann (or bestSmoke_v1.ann starting with Detector Pack 3.14)—smoke detection;
- fireScanned_v1_onnx.ann (or bestFire_v1.ann starting with Detector Pack 3.14)—fire detection;
- reid_15_0_256__osnetfpn_segmentation_noise_20_common_29_onnx.ann—search for the similar in the Neural tracker (see Similitude search).
Creating GPU neural network caches using parameters
-p is a parameter to create a cache for a particular neural network.
Command exampleExample of a command:
| Code Block |
|---|
./NeuroPackGpuCacheGenerator -p /opt/AxxonSoft/DetectorPack/NeuroSDK/GeneralNMHumanAndVehicle_Nano_v1.0_GPU_onnx.ann |
-v is a parameter to output the procedure log to the console during cache generation.
Command example Example of a command to automatically create caches of four neural networks included in the Neuro Pack add-ons with log output:
| Code Block |
|---|
./NeuroPackGpuCacheGenerator -v |
--int8=1 is a parameter to create a quantized version of the cache for those neural networks for which quantization is available. By default, the --int8=0 parameter is disabled.
Command exampleExample of a command:
| Code Block |
|---|
./NeuroPackGpuCacheGenerator -p /opt/AxxonSoft/DetectorPack/NeuroSDK/GeneralNMHumanAndVehicle_Nano_v1.0_GPU_onnx.ann --int8=1 |
| Note |
|---|
|
The neural networks for which the quantization mode is available are included in the Neuro Pack add-ons together with the *.info file. |
- -f is a parameter to save logs of the caching procedure to files. It is available starting with DetectorPack 3.15. When you use the -v and -f parameters together, logs for each created cache are saved to: <Path to the cache folder created for the GPU_CACHE_DIR system variable>\caching-utility-log. A separate log file is created for each neural network. Log files created during previous runs of the utility are deleted.
Example of a command for creating a cache with detailed logging to the console and saving logs to files:
| Code Block |
|---|
|
./NeuroPackGpuCacheGenerator -v -f |
The neural networks for which the quantization mode is available (see Neural tracker, Stopped object detector, Neural counter):
- GeneralNMCar_v1.0GPU_onnx.ann (or GeneralNMCar_v1.0_onnx.ann,starting with Detector Pack 3.16)—Vehicle.
- GeneralNMHuman_v1.0GPU_onnx.ann (or GeneralNMHuman_v1.0_onnx.ann,starting with Detector Pack 3.16)—Person.
- GeneralNMHumanTopView_v0.8GPU_onnx.ann (or GeneralNMHumanTopView_v0.8_onnx.ann, starting with Detector Pack 3.16)—Person (top-down view).
Starting with DetectorPack 3.11, the following neural networks were added:
...