Configuration Guideline for Recommend
When creating a TAC for recommend, you'll primarily need to configure the four files located in the templates/ folder: embedding.yaml, prerank.yaml, rank.yaml, train.yaml
embedding.yaml
embedding.yaml Example
Yaml
apiVersion: argoproj.io/v1alpha1
kind: CronWorkflow
metadata:
name: user-embedding-r4sport
namespace: {{ .Release.Namespace }}
spec:
schedule: '0 */1 * * *'
startingDeadlineSeconds: 0
concurrencyPolicy: Replace
successfulJobsHistoryLimit: 1
failedJobsHistoryLimit: 1
suspend: false
ttlStrategy:
secondsAfterSuccess: 3600
secondsAfterCompletion: 3600
secondsAfterFailure: 3600
workflowSpec:
entrypoint: userEmbeddingFlow
volumes:
- name: huggingface
hostPath:
type: DirectoryOrCreate
path: >-
{{ .Values.userspace.appData }}/rss/model/huggingface
templates:
- name: userEmbeddingFlow
steps:
- - name: user-embedding
template: user-embedding-template
- name: user-embedding-template
container:
image: 'beclab/r4userembedding'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
volumeMounts:
- mountPath: /root/.cache/huggingface
name: huggingfaceField Description
|
| Field | Description |
|---|---|
| apiVersion | The API version in use. |
| kind | Defines a CronWorkflow object. |
| metadata.name | The name of the CronWorkflow. |
| metadata.namespace | The namespace that the CronWorkflow belongs to. |
| spec.schedule | Cron expression, defines the scheduling time of the CronWorkflow. |
| spec.startingDeadlineSeconds | The start deadline of the CronWorkflow, represents the maximum delay time from the scheduled time. |
| spec.concurrencyPolicy | Concurrency policy, specifies how to handle the currently running job when the next schedule time of the CronWorkflow arrives. |
| spec.successfulJobsHistoryLimit | The limit of the successful job history record. |
| spec.failedJobsHistoryLimit | The limit of the failed job history record. |
| spec.suspend | Indicates whether to suspend the operation of the CronWorkflow. |
| spec.ttlStrategy.secondsAfterSuccess | The time to live after the successful job is completed, in seconds. |
| spec.ttlStrategy.secondsAfterCompletion | The time to live after the job is completed, in seconds. |
| spec.ttlStrategy.secondsAfterFailure | The time to live after the failed job is completed, in seconds. |
| spec.workflowSpec.entrypoint | The entry point of the Workflow. |
| spec.workflowSpec.volumes[0].name | The definition of the volume, the name is huggingface. |
| spec.workflowSpec.volumes[0].hostPath.type | The host machine path type, specified as a directory or create a directory. |
| spec.workflowSpec.volumes[0].hostPath.path | The path of the host machine. |
| spec.workflowSpec.templates[0].name | The name of the Workflow template. |
| spec.workflowSpec.templates[0].steps[0][0].name | The definition of the step, its name. |
| spec.workflowSpec.templates[0].steps[0][0].template | The name of the referenced template. |
| spec.workflowSpec.templates[1].name | The name of the template. |
| spec.workflowSpec.templates[1].container.image | The image name of the container. |
| spec.workflowSpec.templates[1].container.imagePullPolicy | The image pull policy. |
| spec.workflowSpec.templates[1].container.env[0].name | The definition of the environment variable, its name. |
| spec.workflowSpec.templates[1].container.env[0].value | The value of the environment variable. |
| spec.workflowSpec.templates[1].container.env[1].name | The definition of the environment variable, its name. |
| spec.workflowSpec.templates[1].container.env[1].value | The value of the environment variable. |
| spec.workflowSpec.templates[1].container.volumeMounts[0].mountPath | The definition of the mount path. |
| spec.workflowSpec.templates[1].container.volumeMounts[0].name | The name of the mounted volume. |
prerank.yaml
prerank.yaml Example
Yaml
apiVersion: argoproj.io/v1alpha1
kind: CronWorkflow
metadata:
name: prerank-r4sport
namespace: {{ .Release.Namespace }}
spec:
schedule: '*/5 * * * *'
startingDeadlineSeconds: 0
concurrencyPolicy: Replace
successfulJobsHistoryLimit: 1
failedJobsHistoryLimit: 1
suspend: false
ttlStrategy:
secondsAfterSuccess: 3600
secondsAfterCompletion: 3600
secondsAfterFailure: 3600
workflowSpec:
entrypoint: algorithm
volumes:
- name: nfs
hostPath:
type: DirectoryOrCreate
path: >-
{{ .Values.userspace.appData }}/rss/data
- name: juicefs
hostPath:
type: DirectoryOrCreate
path: >-
{{ .Values.userspace.appData }}/rss/data
templates:
- name: algorithm
steps:
- - name: recall
template: recall-template
- - name: prerank
template: prerank-template
- name: recall-template
container:
image: 'beclab/r4recall:v0.0.5'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: NFS_ROOT_DIRECTORY
value: /nfs
- name: JUICEFS_ROOT_DIRECTORY
value: /juicefs
- name: ALGORITHM_FILE_CONFIG_PATH
value: /usr/config/
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
- name: SUPPORT_LANGUAGE
value: en
- name: SUPPORT_TIMELINESS
value: '0'
- name: SYNC_PROVIDER
value: bytetrade
- name: SYNC_FEED_NAME
value: sport
- name: SYNC_MODEL_NAME
value: bert_v2
volumeMounts:
- mountPath: /nfs
name: nfs
- mountPath: /juicefs
name: juicefs
- name: prerank-template
container:
image: 'beclab/r4prerank:v0.0.5'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: NFS_ROOT_DIRECTORY
value: /nfs
- name: JUICEFS_ROOT_DIRECTORY
value: /juicefs
- name: ALGORITHM_FILE_CONFIG_PATH
value: /usr/config/
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
- name: SUPPORT_LANGUAGE
value: en
- name: SUPPORT_TIMELINESS
value: '0'
volumeMounts:
- mountPath: /nfs
name: nfs
- mountPath: /juicefs
name: juicefsrank.yaml
rank.yaml Example
Yaml
apiVersion: argoproj.io/v1alpha1
kind: CronWorkflow
metadata:
name: rank-r4sport
namespace: {{ .Release.Namespace }}
spec:
schedule: '*/5 * * * *'
startingDeadlineSeconds: 0
concurrencyPolicy: Forbid
successfulJobsHistoryLimit: 1
failedJobsHistoryLimit: 1
suspend: false
ttlStrategy:
secondsAfterSuccess: 3600
secondsAfterCompletion: 3600
secondsAfterFailure: 3600
workflowSpec:
entrypoint: rankFlow
volumes:
- name: model
hostPath:
type: DirectoryOrCreate
path: >-
{{ .Values.userspace.appData }}/rss/model
templates:
- name: rankFlow
steps:
- - name: extractor
template: extractor-template
- - name: rank
template: rank-template
- name: extractor-template
container:
image: 'beclab/r4extractor:v0.0.5'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
volumeMounts:
- mountPath: /opt/rank_model
name: model
- name: rank-template
container:
image: 'beclab/r4rank'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
volumeMounts:
- mountPath: /opt/rank_model
name: modeltrain.yaml
train.yaml Example
Yaml
apiVersion: argoproj.io/v1alpha1
kind: CronWorkflow
metadata:
name: rank-r4sport
namespace: {{ .Release.Namespace }}
spec:
schedule: '*/5 * * * *'
startingDeadlineSeconds: 0
concurrencyPolicy: Forbid
successfulJobsHistoryLimit: 1
failedJobsHistoryLimit: 1
suspend: false
ttlStrategy:
secondsAfterSuccess: 3600
secondsAfterCompletion: 3600
secondsAfterFailure: 3600
workflowSpec:
entrypoint: rankFlow
volumes:
- name: model
hostPath:
type: DirectoryOrCreate
path: >-
{{ .Values.userspace.appData }}/rss/model
templates:
- name: rankFlow
steps:
- - name: extractor
template: extractor-template
- - name: rank
template: rank-template
- name: extractor-template
container:
image: 'beclab/r4extractor:v0.0.5'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
volumeMounts:
- mountPath: /opt/rank_model
name: model
- name: rank-template
container:
image: 'beclab/r4rank'
imagePullPolicy: Always
env:
- name: KNOWLEDGE_BASE_API_URL
value: {{ .Values.apiUrl }}
- name: TERMINUS_RECOMMEND_SOURCE_NAME
value: r4sport
volumeMounts:
- mountPath: /opt/rank_model
name: model