Files
ubicloud/prog/ai/inference_endpoint_nexus.rb
Benjamin Satzger aaa1d934cb Assemble inference endpoints with tags
Assemble methods of inference endpoints are extended to include tags.
Tags are used to describe inference endpoints based on their properties.
2025-01-02 19:55:10 +01:00

142 lines
4.8 KiB
Ruby

# frozen_string_literal: true
require "forwardable"
require_relative "../../lib/util"
class Prog::Ai::InferenceEndpointNexus < Prog::Base
subject_is :inference_endpoint
extend Forwardable
def_delegators :inference_endpoint, :replicas, :load_balancer, :private_subnet, :project
def self.model_for_id(model_id)
Option::AI_MODELS.detect { _1["id"] == model_id }
end
def self.assemble_with_model(project_id:, location:, name:, model_id:,
replica_count: 1, is_public: false)
model = model_for_id(model_id)
fail "Model with id #{model_id} not found" unless model
assemble(
project_id:,
location:,
name:,
boot_image: model["boot_image"],
vm_size: model["vm_size"],
storage_volumes: model["storage_volumes"],
model_name: model["model_name"],
engine: model["engine"],
engine_params: model["engine_params"],
replica_count: replica_count,
is_public: is_public,
gpu_count: model["gpu_count"],
tags: model["tags"]
)
end
def self.assemble(project_id:, location:, boot_image:, name:, vm_size:, storage_volumes:, model_name:,
engine:, engine_params:, replica_count:, is_public:, gpu_count:, tags:)
unless (project = Project[project_id])
fail "No existing project"
end
Validation.validate_location(location)
Validation.validate_name(name)
Validation.validate_vm_size(vm_size, "x64")
fail "Invalid replica count" unless replica_count.is_a?(Integer) && (1..9).cover?(replica_count)
DB.transaction do
ubid = InferenceEndpoint.generate_ubid
internal_project = Project[Config.inference_endpoint_service_project_id]
fail "No project configured for inference endpoints" unless internal_project
firewall = internal_project.firewalls_dataset.where(location: location).where(Sequel[:firewall][:name] => "inference-endpoint-firewall").first
fail "No firewall named 'inference-endpoint-firewall' configured for inference endpoints in #{location}" unless firewall
subnet_s = Prog::Vnet::SubnetNexus.assemble(internal_project.id, name: ubid.to_s, location: location, firewall_id: firewall.id)
custom_dns_zone = DnsZone.where(project_id: Config.inference_endpoint_service_project_id).where(name: "ai.ubicloud.com").first
custom_hostname_prefix = if custom_dns_zone
name + (is_public ? "" : "-#{ubid.to_s[-5...]}")
end
lb_s = Prog::Vnet::LoadBalancerNexus.assemble(subnet_s.id, name: ubid.to_s, src_port: 443, dst_port: 8443, health_check_endpoint: "/health", health_check_protocol: "https",
health_check_down_threshold: 3, health_check_up_threshold: 1, custom_hostname_prefix: custom_hostname_prefix, custom_hostname_dns_zone_id: custom_dns_zone&.id, stack: "ipv4")
inference_endpoint = InferenceEndpoint.create(
project_id:, location:, boot_image:, name:, vm_size:, storage_volumes:,
model_name:, engine:, engine_params:, replica_count:, is_public:,
load_balancer_id: lb_s.id, private_subnet_id: subnet_s.id, gpu_count:, tags:
) { _1.id = ubid.to_uuid }
inference_endpoint.associate_with_project(project)
Prog::Ai::InferenceEndpointReplicaNexus.assemble(inference_endpoint.id)
Strand.create(prog: "Ai::InferenceEndpointNexus", label: "start") { _1.id = inference_endpoint.id }
end
end
def before_run
when_destroy_set? do
if strand.label != "destroy"
hop_destroy
end
end
end
label def start
reconcile_replicas
register_deadline("wait", 10 * 60)
hop_wait_replicas
end
label def wait_replicas
nap 5 if replicas.any? { _1.strand.label != "wait" }
hop_wait
end
label def wait
reconcile_replicas
nap 60
end
label def destroy
register_deadline(nil, 5 * 60)
decr_destroy
# strand.children.each(&:destroy)
replicas.each(&:incr_destroy)
load_balancer.incr_destroy
private_subnet.incr_destroy
hop_self_destroy
end
label def self_destroy
nap 10 if replicas.any?
inference_endpoint.dissociate_with_project(project)
inference_endpoint.destroy
pop "inference endpoint is deleted"
end
def reconcile_replicas
actual_replica_count = replicas.count { !(_1.destroy_set? || _1.strand.label == "destroy") }
desired_replica_count = inference_endpoint.replica_count
if actual_replica_count < desired_replica_count
(desired_replica_count - actual_replica_count).times do
Prog::Ai::InferenceEndpointReplicaNexus.assemble(inference_endpoint.id)
end
elsif actual_replica_count > desired_replica_count
victims = replicas.select {
!(_1.destroy_set? || _1.strand.label == "destroy")
}
.sort_by { |r|
[(r.strand.label == "wait") ? 1 : 0, r.created_at]
}.take(actual_replica_count - desired_replica_count)
victims.each(&:incr_destroy)
end
end
end