>>```template {

id { resource_type: TASK name: "src.python.flyte.fraud_intelligence.utils.railyard.train_dnn_g5" } type: "python-task" metadata { discoverable: true runtime { type: FLYTE_SDK version: "1.3.2" flavor: "python" } timeout { seconds: 259200 } retries { } discovery_version: "v0.1" cache_serializable: true } interface { inputs { variables { key: "workflow_name" value { type { simple: STRING } description: "workflow_name" } } variables { key: "train_path" value { type { simple: STRING } description: "train_path" } } variables { key: "submit_train_kwargs" value { type { simple: STRUCT } description: "submit_train_kwargs" } } variables { key: "name" value { type { simple: STRING } description: "name" } } variables { key: "custom_params" value { type { simple: STRUCT } description: "custom_params" } } variables { key: "config" value { type { simple: STRUCT } description: "config" } } } outputs { variables { key: "o0" value { type { simple: STRING } description: "o0" } } } } k8s_pod { metadata { } pod_spec { fields { key: "tolerations" value { list_value { values { struct_value { fields { key: "value" value { string_value: "true" } } fields { key: "operator" value { string_value: "Equal" } } fields { key: "key" value { string_value: "use-eight-gpu-big" } } fields { key: "effect" value { string_value: "NoSchedule" } } } } } } } fields { key: "nodeSelector" value { struct_value { fields { key: "stripe.io/host-set" value { string_value: "eight-gpu-big" } } } } } fields { key: "containers" value { list_value { values { struct_value { ```

>>``` fields {

key: "resources" value { struct_value { fields { key: "requests" value { struct_value { fields { key: "memory" value { string_value: "5Gi" } } fields { key: "cpu" value { string_value: "10m" } } } } } fields { key: "limits" value { struct_value { fields { key: "memory" value { string_value: "5Gi" } } fields { key: "cpu" value { string_value: "1" } } } } } } } } fields { key: "name" value { string_value: "primary" } } fields { key: "image" value { string_value: "placeholder.image/docker:latest" } } fields { key: "env" value { list_value { } } } fields { key: "command" value { list_value { } } } fields { key: "args" value { list_value { values { string_value: "pyflyte-execute" } values { string_value: "--inputs" } values { string_value: "{{.input}}" } values { string_value: "--output-prefix" } values { string_value: "{{.outputPrefix}}" } values { ```

>>``` string_value: "--raw-output-data-prefix"

} values { string_value: "{{.rawOutputDataPrefix}}" } values { string_value: "--checkpoint-path" } values { string_value: "{{.checkpointOutputPrefix}}" } values { string_value: "--prev-checkpoint" } values { string_value: "{{.prevCheckpointPrefix}}" } values { string_value: "--resolver" } values { string_value: "src.python.flyte.fraud_intelligence.utils.tasks.fi_task_resolver" } values { string_value: "--" } values { string_value: "task-module" } values { string_value: "src.python.flyte.fraud_intelligence.utils.railyard" } values { string_value: "task-name" } values { string_value: "train_dnn_g5" } } } } } } } } } } } config { key: "primary_container_name" value: "primary" } } description { long_description { format: DESCRIPTION_FORMAT_RST } }```

>>

# Answer The provided protobuf (pb) file represents a Flyte task of type

python-task

that uses a Kubernetes Pod specification (

k8s_pod

) instead of the typical container specification. This task is configured to run a Python function within a Kubernetes pod, with specific resource requests and limits, node selectors, and tolerations. Key points: 1. Task Type:

python-task

2. Pod Specification: Uses

k8s_pod

with detailed

pod_spec

including containers, resources, and node selectors. 3. Command and Arguments: Uses

pyflyte-execute

with various placeholders for inputs and outputs. For more details, refer to the Flyte documentation on task types and K8s PodTemplates. Would you like more detail on any specific part of this task configuration? Sources: - K8s PodTemplates - Flyte documentation on task types Slack Link https://flyte-org.slack.com/archives/CP2HDHKE1/p1723755414.475959 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.