Multiple Video Cards Usage
Should you have several video cards installed on a physical server, you can create additional findface-extraction-api-gpu
or findface-video-worker-gpu
instances and distribute them across the video cards, one instance per card.
In this section:
Distribute findface-extraction-api-gpu
Instances Across Several Video Cards
To distribute the findface-extraction-api-gpu
instances across several video cards, do the following:
Prepare the initial configuration file of
findface-extraction-api-gpu
for future copying. Open/etc/findface-extraction-api.ini
. Limit the number of thefindface-extraction-api-gpu
instances down to1
per video card.sudo vi /etc/findface-extraction-api.ini ... extractors: instances: 1
Tip
If necessary, make other adjustments. For example, you can enable other attribute recognition. See Enable Face Attribute Recognition, Enable Car and Car Attribute Recognition, Enable Body and Body Attribute Recognition.
Create several copies of the
/etc/findface-extraction-api.ini
configuration file, subject to how many video cards you are going to use for feature vector extraction. Append numbers of the GPU devices that will be running the instances to the new names (GPU devices #0 and #7 in the example below).Note
By default, GPU device numeration in a system starts from #0. To list the video cards in use, execute:
nvidia-smi
cp findface-extraction-api.ini findface-extraction-api-0.ini cp findface-extraction-api.ini findface-extraction-api-7.ini
Open the new configuration files. Specify the relevant GPU device numbers and adjust the listening ports. Be sure to associate each instance to a unique port.
sudo vi /etc/findface-extraction-api-0.ini listen: 127.0.0.1:18667 ... gpu_device: 0 ...
sudo vi /etc/findface-extraction-api-7.ini listen: 127.0.0.1:18668 ... gpu_device: 7 ...
For the
findface-extraction-api-gpu
instances to work within one system, bind them via a load balancer, e.g.,nginx
. For simplicity, we recommend enablingnginx
on the standardfindface-extraction-api
port18666
(see details below).To set up load balancing, do the following:
Create a new configuration file for
nginx
.sudo vi /etc/nginx/sites-available/lb_extractions
Insert the following entry into the just created file. Be sure to specify the actual listening ports of the
findface-extraction-api-gpu
instances in theserver
directive (18667
,18668
in our example).upstream extractions { server 127.0.0.1:18667 max_fails=3 fail_timeout=30s; server 127.0.0.1:18668 max_fails=3 fail_timeout=30s; } server { listen 18666 default_server; server_name _; location / { client_max_body_size 100m; proxy_pass http://extractions; } }
Start the load balancer.
ln -s /etc/nginx/sites-available/lb_extractions /etc/nginx/sites-enabled/lb_extractions nginx -t nginx -s reload
Stop the initial
findface-extraction-api-gpu
service and disable its starting on boot.systemctl stop findface-extraction-api.service systemctl disable findface-extraction-api.service
Create a new service for the
findface-extraction-api-gpu
instances./etc/systemd/system/findface-extraction-api@.service
Insert the following entry:
[Unit] Description=Findface Extraction API service %i instance [Service] User=ntech Restart=always RestartSec=5 Type=notify ExecStart=/usr/bin/findface-extraction-api -config="/etc/findface-extraction-api-%i.ini" TimeoutStartSec=60m [Install] WantedBy=multi-user.target
Start the
findface-extraction-api-gpu
instances. The first start might take up to 10 minutes.systemctl daemon-reload systemctl enable findface-extraction-api@{0,7} systemctl start findface-extraction-api@{0,7}
Tip
To check the status, use the following command:
sudo systemctl list-units 'findface*' -a
Allocate findface-video-worker-gpu
to Additional Video Card
To create an additional findface-video-worker-gpu
instance and allocate it to a different video card, do the following:
Display the status of the
findface-video-worker-gpu
primary service by executing:sudo systemctl status findface-video-worker-gpu.service
Find the full path to the service in the following line:
Loaded: loaded (/usr/lib/systemd/system/findface-video-worker-gpu.service); enabled; vendor preset: enabled
It is
findface-video-worker-gpu.service
in our example (name may vary). Create a copy of the service under a new name.sudo cp /usr/lib/systemd/system/findface-video-worker-gpu.service /usr/lib/systemd/system/findface-video-worker-gpu2.service`
In the same manner, create a copy of the primary service configuration file under a new name.
sudo cp /etc/findface-video-worker-gpu.ini /etc/findface-video-worker-gpu2.ini
Open the just created configuration file and actualize the GPU device number to use. Modify the streamer port number by the following formula:
18999 (port number for GPU #0) - GPU device number
, i.e. for the GPU #1,port = 18998
, for the GPU #2,port = 18997
, and so on.sudo vi /etc/findface-video-worker-gpu2.ini ## cuda device number device_number = 1 ... #------------------------------ [streamer] #------------------------------ ## streamer/shots webserver port, 0=disabled ## type:number env:CFG_STREAMER_PORT longopt:--streamer-port port = 18999 ...
Open the new service and specify the just created configuration file.
sudo vi /usr/lib/systemd/system/findface-video-worker-gpu2.service ExecStart=/usr/bin/findface-video-worker-gpu --config /etc/findface-video-worker-gpu2.ini
Reload the
systemd
daemon to apply the changes.sudo systemctl daemon-reload
Enable the new service autostart.
sudo systemctl enable findface-video-worker-gpu2.service Created symlink from /etc/systemd/system/multi-user.target.wants/findface-video-worker-gpu2.service to /usr/lib/systemd/system/findface-video-worker-gpu2.service
Launch the new service.
sudo systemctl start findface-video-worker-gpu2.service
Check the both
findface-video-worker-gpu
services status.sudo systemctl status findface-video-worker-* | grep -i 'Active:' -B 3 ● findface-video-worker-gpu2.service - findface-video-worker-gpu daemon Loaded: loaded (/usr/lib/systemd/system/findface-video-worker-gpu2.service; enabled; vendor preset: enabled) Active: active (running) since Thu 2019-07-18 10:32:02 MSK; 1min 11s ago ... ● findface-video-worker-gpu.service - findface-video-worker-gpu daemon Loaded: loaded (/usr/lib/systemd/system/findface-video-worker-gpu.service; enabled; vendor preset: enabled) Active: active (running) since Mon 2019-07-15 15:18:33 MSK; 2 days ago