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apiVersion: v2 | ||
name: ai-pipeline | ||
description: A Helm chart for vsblty ai pipeline(data captor application) | ||
type: application | ||
version: 0.1.0 | ||
appVersion: 1.16.0 |
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. There is no proper details about pre-requisites and details about OpenNESS or Smart edge Open version used for this application? |
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# **Data Captor Application Overview** | ||
DataCaptor leverages camera and sensor technology through AI tools (machine learning and computer vision), enabling real-time analytics and anonymous audience data based on who and what the camera sees | ||
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## **Pre Requisites – Resources Required** | ||
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| **Resource Information** | | | ||
|------------------------------------|----------------------| | ||
| Application Type | Data Captor | | ||
| Compute (vCores) | 8 | | ||
| Memory (RAM) | 8 GB | | ||
| Storage | 128 GB | | ||
| Host OS | Ubuntu 20 or higher | | ||
| Physical Display | | | ||
| Connected cameras(USB/IP/Network) | With RTSP URL | | ||
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## **Where to Purchase** | ||
Contact [email protected] | ||
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## Pre Requisites - Installing OpenNESS | ||
|**Configuration** | | | ||
| ----------------------------------|-----------------------| | ||
| OpenNESS Version | 20.12.02 | | ||
| Flavor Used | Minimal | | ||
| Distribution | OpenSource | | ||
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Follow below link to setup controller and edge-node for installing OpenNESS. | ||
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https://github.com/open-ness/specs/blob/openness-20.12.02/doc/getting-started/network-edge/controller-edge-node-setup.md | ||
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* Go to openness-experience-kits/ directory and comment out the grub role (role: machine_setup/grub) in the **network_edge.yml** file. | ||
* Run the deployment script as ./deploy_ne.sh | ||
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## Pre Requisites - Installing Data Captor | ||
|**Configuration** | | | ||
| ----------------------------------|------------------------------------| | ||
| Ubuntu | 20 or later | | ||
| Folder to create on system | /home/vedge/models | | ||
| Folder to create on system | /home/vedge/gallery | | ||
| Folder to create on system | /home/vedge/videos | | ||
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## Loading Docker Images | ||
docker image load -i data-captor.tar.gz | ||
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## Installing Data Captor Application using helm | ||
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Run the following commands to deploy through helm: | ||
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`helm install data-captor ./data-captor` | ||
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Sample Output would look like: | ||
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> `NAME: data-captor` | ||
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> `LAST DEPLOYED:` | ||
> | ||
> `NAMESPACE: default` | ||
> | ||
> `STATUS: deployed` | ||
> | ||
> `REVISION: 1` | ||
> | ||
> `TEST SUITE: None` | ||
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## Uninstall Data captor application | ||
To uninstall application run below command: | ||
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`helm uninstall data-captor` | ||
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## Testing Steps | ||
For further instructions about steps for testing, contact VSBLTY Team ([email protected]) | ||
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## **Related material** | ||
* https://vsblty.net/ |
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{{/* | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. License and Copyright headers are missing. |
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Expand the name of the chart. | ||
*/}} | ||
{{- define "ai-pipeline.name" -}} | ||
{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }} | ||
{{- end }} | ||
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{{/* | ||
Create a default fully qualified app name. | ||
We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec). | ||
If release name contains chart name it will be used as a full name. | ||
*/}} | ||
{{- define "ai-pipeline.fullname" -}} | ||
{{- if .Values.fullnameOverride }} | ||
{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }} | ||
{{- else }} | ||
{{- $name := default .Chart.Name .Values.nameOverride }} | ||
{{- if contains $name .Release.Name }} | ||
{{- .Release.Name | trunc 63 | trimSuffix "-" }} | ||
{{- else }} | ||
{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" }} | ||
{{- end }} | ||
{{- end }} | ||
{{- end }} | ||
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{{/* | ||
Create chart name and version as used by the chart label. | ||
*/}} | ||
{{- define "ai-pipeline.chart" -}} | ||
{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }} | ||
{{- end }} | ||
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{{/* | ||
Common labels | ||
*/}} | ||
{{- define "ai-pipeline.labels" -}} | ||
helm.sh/chart: {{ include "ai-pipeline.chart" . }} | ||
{{ include "ai-pipeline.selectorLabels" . }} | ||
{{- if .Chart.AppVersion }} | ||
app.kubernetes.io/version: {{ .Chart.AppVersion | quote }} | ||
{{- end }} | ||
app.kubernetes.io/managed-by: {{ .Release.Service }} | ||
{{- end }} | ||
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{{/* | ||
Selector labels | ||
*/}} | ||
{{- define "ai-pipeline.selectorLabels" -}} | ||
app.kubernetes.io/name: {{ include "ai-pipeline.name" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} | ||
{{- end }} | ||
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{{/* | ||
Create the name of the service account to use | ||
*/}} | ||
{{- define "ai-pipeline.serviceAccountName" -}} | ||
{{- if .Values.serviceAccount.create }} | ||
{{- default (include "ai-pipeline.fullname" .) .Values.serviceAccount.name }} | ||
{{- else }} | ||
{{- default "default" .Values.serviceAccount.name }} | ||
{{- end }} | ||
{{- end }} |
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apiVersion: v1 | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. License and Copyright headers are missing. |
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kind: ConfigMap | ||
metadata: | ||
name: config-json-volume | ||
data: | ||
config.json: |- | ||
{ | ||
"default": { | ||
"logLevel": "INFO", | ||
"pipeline": { | ||
"template": [ | ||
"rtspsrc location={input} ! rtph264depay ! queue ! avdec_h264 ! videoconvert ! video/x-raw,format=BGRx !", | ||
"gvadetect model={personDetection[model]} threshold=0.8 model_proc={personDetection[proc]} device={personDetection[device]} ! queue !", | ||
"gvadetect model={faceDetection[model]} threshold=0.8 reshape=true reshape-width=600 reshape-height=600 model-proc={faceDetection[proc]} device={faceDetection[device]} ! gvatrack ! queue !", | ||
"gvaclassify reclassify-interval=5 model={landmark[model]} model-proc={landmark[proc]} device={landmark[device]} batch-size=1 pre-process-backend=opencv object-class=face ! queue !", | ||
"gvaclassify reclassify-interval=5 model={faceReidentification[model]} model-proc={faceReidentification[proc]} device={faceReidentification[device]} batch-size=1 pre-process-backend=opencv object-class=face ! queue !", | ||
"gvaidentify cosine-distance-threshold={reidThreshold} gallery=/home/vedge/gallery/gallery.json ! queue name=frame-process !", | ||
"videoconvert ! video/x-raw,format=NV12 ! fpsdisplaysink" | ||
], | ||
"params": { | ||
"reidThreshold": 0.6, | ||
"faceDetection": { | ||
"model": "/home/vedge/models/face-detection-adas-0001/FP32/face-detection-adas-0001.xml", | ||
"proc": "/home/vedge/models/face-detection-adas-0001/PROC/face-detection-adas-0001.json", | ||
"device": "CPU" | ||
}, | ||
"personDetection": { | ||
"model": "/home/vedge/models/person-detection-0201/FP32/person-detection-0201.xml", | ||
"proc": "/home/vedge/models/person-detection-0201/PROC/person-detection-0201.json", | ||
"device": "CPU" | ||
}, | ||
"landmark": { | ||
"model": "/home/vedge/models/landmarks-regression-retail-0009/FP32/landmarks-regression-retail-0009.xml", | ||
"proc": "/home/vedge/models/landmarks-regression-retail-0009/PROC/landmarks-regression-retail-0009.json", | ||
"device": "CPU" | ||
}, | ||
"faceReidentification": { | ||
"model": "/home/vedge/models/face-reidentification-retail-0095/FP32/face-reidentification-retail-0095.xml", | ||
"proc": "/home/vedge/models/face-reidentification-retail-0095/PROC/face-reidentification-retail-0095.json", | ||
"device": "CPU" | ||
} | ||
} | ||
} | ||
}, | ||
"cameras": { | ||
"camerap-1": { | ||
"logLevel": "DEBUG", | ||
"cloudCredential": "{{ .Values.device.accessToken }}", | ||
"cloudEnv": "DEV", | ||
"pipeline": { | ||
"params": { | ||
"input": "{{ .Values.camera.rtsp }}" | ||
} | ||
}, | ||
"services": [ | ||
{ | ||
"type": "face-recognition", | ||
"pipelineElement": "frame-process", | ||
"objectType": "face", | ||
"outputImageSize": [ | ||
240, | ||
180 | ||
], | ||
"trackedFaceDuration": 10 | ||
} | ||
] | ||
} | ||
} | ||
} |
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apiVersion: apps/v1 | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. License and Copyright headers are missing. |
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kind: Deployment | ||
metadata: | ||
name: {{ include "ai-pipeline.fullname" . }} | ||
labels: | ||
{{- include "ai-pipeline.labels" . | nindent 4 }} | ||
spec: | ||
{{- if not .Values.autoscaling.enabled }} | ||
replicas: {{ .Values.replicaCount }} | ||
{{- end }} | ||
strategy: | ||
type: Recreate | ||
selector: | ||
matchLabels: | ||
{{- include "ai-pipeline.selectorLabels" . | nindent 6 }} | ||
template: | ||
metadata: | ||
{{- with .Values.podAnnotations }} | ||
annotations: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
labels: | ||
{{- include "ai-pipeline.selectorLabels" . | nindent 8 }} | ||
spec: | ||
{{- with .Values.imagePullSecrets }} | ||
imagePullSecrets: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
serviceAccountName: {{ include "ai-pipeline.serviceAccountName" . }} | ||
securityContext: | ||
{{- toYaml .Values.podSecurityContext | nindent 8 }} | ||
volumes: | ||
- name: config-map-volume | ||
configMap: | ||
name: config-json-volume | ||
- name: gallery-map-volume | ||
hostPath: | ||
path: /home/vedge/gallery | ||
type: Directory | ||
- name: media-map-volume | ||
hostPath: | ||
path: /home/vedge/videos | ||
type: Directory | ||
- name: models-volume | ||
hostPath: | ||
path: /home/vedge/models | ||
type: Directory | ||
- name: x11-vol | ||
hostPath: | ||
path: /tmp | ||
type: Directory | ||
- name: var-temp | ||
hostPath: | ||
path: /var/tmp | ||
type: Directory | ||
- name: var-dev | ||
hostPath: | ||
path: /dev | ||
type: Directory | ||
hostNetwork: true | ||
containers: | ||
- name: {{ .Chart.Name }} | ||
securityContext: | ||
{{- toYaml .Values.securityContext | nindent 12 }} | ||
image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}" | ||
command: | ||
- python3 | ||
- /home/vedge/ai-pipeline/main.py | ||
- -c | ||
- /home/vedge/config/config.json | ||
- -id | ||
- camerap-1 | ||
env: | ||
- name: DISPLAY | ||
value: "{{ .Values.display.displayName }}" | ||
- name: PYTHONUNBUFFERED | ||
value: "{{ .Values.display.pythonVar }}" | ||
imagePullPolicy: {{ .Values.image.pullPolicy }} | ||
volumeMounts: | ||
- mountPath: /home/vedge/config | ||
name: config-map-volume | ||
- mountPath: /home/vedge/gallery | ||
name: gallery-map-volume | ||
- mountPath: /home/vedge/videos | ||
name: media-map-volume | ||
- mountPath: /home/vedge/models | ||
name: models-volume | ||
- mountPath: /tmp | ||
name: x11-vol | ||
- mountPath: /var/tmp | ||
name: var-temp | ||
- mountPath: /dev | ||
name: var-dev | ||
resources: | ||
{{- toYaml .Values.resources | nindent 12 }} | ||
{{- with .Values.nodeSelector }} | ||
nodeSelector: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
{{- with .Values.affinity }} | ||
affinity: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} | ||
{{- with .Values.tolerations }} | ||
tolerations: | ||
{{- toYaml . | nindent 8 }} | ||
{{- end }} |
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{{- if .Values.autoscaling.enabled }} | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. License and Copyright headers are missing. |
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apiVersion: autoscaling/v2beta1 | ||
kind: HorizontalPodAutoscaler | ||
metadata: | ||
name: {{ include "ai-pipeline.fullname" . }} | ||
labels: | ||
{{- include "ai-pipeline.labels" . | nindent 4 }} | ||
spec: | ||
scaleTargetRef: | ||
apiVersion: apps/v1 | ||
kind: Deployment | ||
name: {{ include "ai-pipeline.fullname" . }} | ||
minReplicas: {{ .Values.autoscaling.minReplicas }} | ||
maxReplicas: {{ .Values.autoscaling.maxReplicas }} | ||
metrics: | ||
{{- if .Values.autoscaling.targetCPUUtilizationPercentage }} | ||
- type: Resource | ||
resource: | ||
name: cpu | ||
targetAverageUtilization: {{ .Values.autoscaling.targetCPUUtilizationPercentage }} | ||
{{- end }} | ||
{{- if .Values.autoscaling.targetMemoryUtilizationPercentage }} | ||
- type: Resource | ||
resource: | ||
name: memory | ||
targetAverageUtilization: {{ .Values.autoscaling.targetMemoryUtilizationPercentage }} | ||
{{- end }} | ||
{{- end }} |
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{{- if .Values.serviceAccount.create -}} | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. License and Copyright headers are missing. |
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apiVersion: v1 | ||
kind: ServiceAccount | ||
metadata: | ||
name: {{ include "ai-pipeline.serviceAccountName" . }} | ||
labels: | ||
{{- include "ai-pipeline.labels" . | nindent 4 }} | ||
{{- with .Values.serviceAccount.annotations }} | ||
annotations: | ||
{{- toYaml . | nindent 4 }} | ||
{{- end }} | ||
{{- end }} |
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License and Copyright headers are missing.