Maxed out usb coral? #8059

dz4news · 2023-10-04T01:36:37Z

dz4news
Oct 4, 2023
Sponsor

I am running 6 dahua cameras (the ones recommended in the hardware section) at a 1280x720 detect resolution and 7 fps. My hardware is a dell micro 7050 running docker. I am currently running 0.13 beta 2

There was a deer in my backyard and the screen shot below is of my coral. Is it being maxed out from the number of cameras?

Here is a screen shot of one of the cameras... they are all the same as far as settings..

Here is a screen shot of the storage page..

Here is the ffprob

[{"return_code":0,"stderr":"","stdout":{"programs":[],"streams":[{"avg_frame_rate":"17/1","codec_long_name":"H.264/AVC/MPEG-4AVC/MPEG-4part10","height":720,"width":1280},{"avg_frame_rate":"0/0","codec_long_name":"AAC(AdvancedAudioCoding)"}]}},{"return_code":0,"stderr":"","stdout":{"programs":[],"streams":[{"avg_frame_rate":"30/1","codec_long_name":"H.264/AVC/MPEG-4AVC/MPEG-4part10","height":1440,"width":2560},{"avg_frame_rate":"0/0","codec_long_name":"AAC(AdvancedAudioCoding)"}]}}]

my config is below:

  host: 192.168.0.xxx
  port: 1883
  topic_prefix: frigate
  client_id: frigate
  user: mqttfrigate
  password: #######
  stats_interval: 60
detectors:
  coral:
    type: edgetpu
    device: usb
logger:
  # Optional: default log level (default: shown below)
  default: info
  # Optional: module by module log level configuration
  logs:
    detector.coral: info
model:
  path: plus:https://####
### Global Setting ###
audio:
  enabled: true
  max_not_heard: 30
  # As a rule of thumb:
  #  - 200 - high sensitivity
  #  - 500 - medium sensitivity
  #  - 1000 - low sensitivity
  min_volume: 500
  # Optional: Types of audio to listen for (default: shown below)
  listen:
  - gunshot
  - explosion
  - honk
  - emergency_vehicle
  - fire_engine
  - police_car
  - ambulance
  - bark
  - meow
  - thunder
  - thunderstorm
  - rain
  - speech
  - yell
  - howl
  # Optional: Filters to configure detection.
  filters:
    # Label that matches label in listen config.
    speech:
      # Minimum score that triggers an audio event (default: shown below)
      threshold: 0.85
snapshots:
  enabled: true
  timestamp: true
  bounding_box: true
  quality: 50
  crop: true
  retain:
    default: 5
    mode: active_objects
birdseye:
  enabled: true
  restream: false
  mode: objects
record:
  enabled: true
  sync_on_startup: true
  retain:
    days: 2
    mode: active_objects
  events:
    pre_capture: 3
    post_capture: 3
    objects:
    - person
    - dog
    - car
    - cat
    - deer
    - bird
    retain:
      default: 3
      mode: active_objects
      objects:
        dog: 2
        car: 2
        person: 3
#### go2rtc config ###
go2rtc:
  streams:
    frontnorth: rtsp:https://[email protected]:554/live0
    frontnorth_sub: rtsp:https://[email protected]:554/cam/realmonitor?channel=1&subtype=2
    frontsouth: rtsp:https://[email protected]:554/live0
    frontsouth_sub: rtsp:https://[email protected]:554/cam/realmonitor?channel=1&subtype=2
    carport: rtsp:https://[email protected]:554/live0
    carport_sub: rtsp:https://[email protected]:554/cam/realmonitor?channel=1&subtype=2
    backporch: rtsp:https://[email protected]:554/live0
    backporch_sub: rtsp:https://[email protected]:554/cam/realmonitor?channel=1&subtype=2
    backyard: rtsp:https://[email protected]:554/live0
    backyard_sub: rtsp:https://[email protected]:554/cam/realmonitor?channel=1&subtype=2
    backyard_north: rtsp:https://[email protected]:554/live0
    backyard_north_sub: rtsp:https://[email protected]:554/cam/realmonitor?channel=1&subtype=2
  webrtc:
    candidates:
    - 192.168.0.227:8555
    - stun:8555
#### Global Camera Settings ###
detect:
  width: 1280
  height: 720
  fps: 7
  enabled: true
  stationary:
    interval: 1
    threshold: 30
objects:
  track:
  - person
  - dog
  - deer
  - car
  - cat
ffmpeg:
  global_args: -hide_banner -loglevel warning
  hwaccel_args: preset-vaapi
  input_args: preset-rtsp-restream
  output_args:
  record: preset-record-generic-audio-aac
motion:
  threshold: 25
  improve_contrast: false
### Camera Settings ###
### Front Camera - Facing North IPC-T5442TM-AS 2.8mm ###
cameras:
  frontnorth:
    enabled: true
    ui:
      order: 0
    ffmpeg:
      inputs:
      - path: rtsp:https://192.168.0.227:8554/frontnorth_sub
        roles:
        - audio
        - detect
      - path: rtsp:https://192.168.0.227:8554/frontnorth
        roles:
        - record
    objects:
      filters:
        bird:
          min_score: 0.80
        car:
          min_area: 2000
          max_area: 24000000
          min_score: 0.80
        cat:
          min_area: 3000
          max_area: 100000
          min_score: 0.80
        dog:
          min_area: 2000
          max_area: 10000
          min_score: 0.80
        person:
          min_area: 10000
          max_area: 200000
          min_score: 0.80
          mask:
          - 365,0,498,0,431,91,369,107,357,123,361,173,291,182,293,110,209,97
          - 202,177,296,147,312,173,337,171,353,114,441,90,444,0,354,0,148,133
    motion:
      mask:
      - 528,720,525,665,0,673,0,720
      - 210,172,294,152,315,176,337,169,351,115,399,104,449,78,441,0,346,0,151,138
### Front Camera - Facing South IPC-T5442TM-AS 2.8mm ###
  frontsouth:
    enabled: true
    audio:
      enabled: false
    ui:
      order: 1
    ffmpeg:
      inputs:
      - path: rtsp:https://192.168.0.227:8554/frontsouth_sub
        roles:
        - audio
        - detect
      - path: rtsp:https://192.168.0.227:8554/frontsouth
        roles:
        - record
    objects:
      filters:
        bird:
          min_score: 0.80
        car:
          min_score: 0.80
          min_area: 5000
          max_area: 24000000
          mask:
          - 1016,66,1083,80,1091,43,1026,34
        cat:
          min_area: 1000
          max_area: 10000
          min_score: 0.80
        dog:
          min_area: 1000
          max_area: 10000
          min_score: 0.80
        person:
          min_area: 10000
          max_area: 200000
          min_score: 0.80
          mask:
          - 996,720,1058,492,1089,292,1027,293,828,720
          - 0,148,276,99,467,70,931,76,1118,56,1111,0,0,0
    motion:
      mask:
      - 753,0,1280,0,1280,40,1063,73,950,67,1116,76,894,57,839,44,755,34
### Carport Camera IPC-T5442TM-AS-6mm ###
  carport:
    enabled: true
    audio:
      enabled: false
    ui:
      order: 2
    ffmpeg:
      inputs:
      - path: rtsp:https://192.168.0.227:8554/carport_sub
        roles:
        - audio
        - detect
      - path: rtsp:https://192.168.0.227:8554/carport
        roles:
        - record
    objects:
      filters:
        bird:
          min_score: 0.80
        car:
          min_score: 0.75
          min_area: 5000
          max_area: 150000
          mask:
          - 1280,653,726,361,777,42,1280,93
          - 430,70,499,74,501,32,423,31
        cat:
          min_area: 1000
          max_area: 10000
          min_score: 0.80
        dog:
          min_area: 1000
          max_area: 10000
          min_score: 0.80
        person:
          min_area: 10000
          max_area: 200000
          min_score: 0.85
    motion:
      mask:
      - 0,720,279,720,307,463,193,327,0,419
      - 52,81,217,119,229,49,352,0,59,0
      - 1280,0,1280,108,742,106,699,0
      - 1024,286,1229,320,1233,170,1046,158
      - 430,70,499,74,501,32,423,31
### Backporch Camera IPC-T5442TM-AS 3.6mm ###
  backporch:
    enabled: true
    ui:
      order: 3
    ffmpeg:
      inputs:
      - path: rtsp:https://192.168.0.227:8554/backporch_sub
        roles:
        - audio
        - detect
      - path: rtsp:https://192.168.0.227:8554/backporch
        roles:
        - record
    objects:
      filters:
        car:
          min_area: 50000
          min_score: 0.99
        bird:
          min_score: 0.80
        cat:
          min_area: 1000
          min_score: 80
        dog:
          min_area: 1000
        person:
          min_area: 30000
          max_area: 140000
          min_score: 0.90
    motion:
      mask:
      - 610,125,943,133,950,74,1280,64,1280,0,606,0
      - 850,290,1008,368,1060,213,896,163
      - 612,481,773,617,946,516,984,374,784,278,632,343
    zones:
      backporch_area:
        coordinates: 1280,720,1280,236,1143,228,1038,317,916,250,120,526,134,720
        objects:
        - person
        - cat
        - dog
### Backyard Camera IPC-T5442TM-AS 3.6mm ###
  backyard:
    enabled: true
    audio:
      enabled: false
    ui:
      order: 4
    ffmpeg:
      inputs:
      - path: rtsp:https://192.168.0.227:8554/backyard_sub
        roles:
        - audio
        - detect
      - path: rtsp:https://192.168.0.227:8554/backyard
        roles:
        - record
    objects:
      filters:
        bird:
          min_score: 0.80
        car:
          min_area: 2000
          max_area: 24000000
          min_score: 0.80
        cat:
          min_area: 3000
          max_area: 100000
          min_score: 0.80
        dog:
          min_area: 6000
          max_area: 50000
          min_score: 0.80
        person:
          min_area: 10000
          max_area: 200000
          min_score: 0.80
    motion:
      mask:
      - 308,333,384,301,349,129,259,162
      - 1184,0,1180,54,1121,98,736,96,644,21,544,102,472,103,323,67,162,110,150,0
      - 0,0,0,131,77,121,137,0
    zones:
      backyard_area:
        coordinates: 1280,720,1280,103,308,81,0,267,0,720
### Backyard_North Camera IPC-T5442TM-AS 3.6mm ###
  backyard_north:
    ui:
      order: 6
    ffmpeg:
      inputs:
      - path: rtsp:https://192.168.0.227:8554/backyard_north
        roles:
        - record
      - path: rtsp:https://192.168.0.227:8554/backyard_north_sub
        roles:
        - detect
        - audio
    objects:
      filters:
        bird:
          min_area: 1000
          max_area: 100000
          min_score: 0.50
        car:
          min_score: 75
          min_area: 0
        cat:
          min_area: 1000
          max_area: 100000
          min_score: 0.80
        dog:
          min_area: 6000
          max_area: 50000
          min_score: 0.80
        person:
          min_area: 10000
          max_area: 24000000
          min_score: 0.75
    motion:
      mask:
      - 1150,0,1280,0,1280,34,1045,155,981,198,932,176,888,154,861,149,821,162,772,162,691,175,631,98,618,0```

Answered by dz4news

Oct 4, 2023

I think I just figured it out... I was using the CPU model instead of the EdgeTPU version...

View full answer

NickM-27 · 2023-10-04T02:22:56Z

NickM-27
Oct 4, 2023
Collaborator Sponsor

Your coral has quite a high inference speed, we'd expect 10 or lower. What device is this running on?

7 replies

NickM-27 Oct 4, 2023
Collaborator Sponsor

The main thing that affects coral inference speed is the model that is running and the hardware interface.

Perhaps something else on the system is causing the coral to run slower.

dz4news Oct 4, 2023
Author Sponsor

I am running a model from Frigate+.... maybe I should try to go back to the base model and see if that makes a difference?

dz4news Oct 4, 2023
Author Sponsor

Wow.. ok.. now what?

I commented out the Frigate+ model and the interference went back to what is expected.. do I have bad models?

dz4news Oct 4, 2023
Author Sponsor

I think I just figured it out... I was using the CPU model instead of the EdgeTPU version...

Answer selected by NickM-27

NickM-27 Oct 4, 2023
Collaborator Sponsor

I think I just figured it out... I was using the CPU model instead of the EdgeTPU version...

Yeah, that would do it. The edge tpu frigate+ model has even lower inference times

dz4news Oct 4, 2023
Author Sponsor

yep.. it is down to 5ms now...

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