// Copyright Verizon Media. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
package com.yahoo.vespa.hosted.provision.autoscale;

import com.yahoo.config.provision.ClusterResources;
import com.yahoo.config.provision.ClusterSpec;
import com.yahoo.config.provision.NodeResources;
import com.yahoo.vespa.hosted.provision.NodeList;
import com.yahoo.vespa.hosted.provision.NodeRepository;
import com.yahoo.vespa.hosted.provision.applications.Cluster;
import com.yahoo.vespa.hosted.provision.provisioning.CapacityPolicies;

import java.util.Optional;

/**
 * A searcher of the space of possible allocation
 *
 * @author bratseth
 */
public class AllocationOptimizer {

    // The min and max nodes to consider when not using application supplied limits
    private static final int minimumNodes = 2; // Since this number includes redundancy it cannot be lower than 2
    private static final int maximumNodes = 150;

    // When a query is issued on a node the cost is the sum of a fixed cost component and a cost component
    // proportional to document count. We must account for this when comparing configurations with more or fewer nodes.
    // TODO: Measure this, and only take it into account with queries
    private static final double fixedCpuCostFraction = 0.1;

    private final NodeRepository nodeRepository;

    public AllocationOptimizer(NodeRepository nodeRepository) {
        this.nodeRepository = nodeRepository;
    }

    /**
     * Searches the space of possible allocations given a target
     * and (optionally) cluster limits and returns the best alternative.
     *
     * @return the best allocation, if there are any possible legal allocations, fulfilling the target
     *         fully or partially, within the limits
     */
    public Optional<AllocatableClusterResources> findBestAllocation(ResourceTarget target,
                                                                    AllocatableClusterResources current,
                                                                    ClusterModel clusterModel,
                                                                    Limits limits) {
        int minimumNodes = AllocationOptimizer.minimumNodes;
        if (limits.isEmpty())
            limits = Limits.of(new ClusterResources(minimumNodes,    1, NodeResources.unspecified()),
                               new ClusterResources(maximumNodes, maximumNodes, NodeResources.unspecified()));
        else
            limits = atLeast(minimumNodes, limits).fullySpecified(current.clusterSpec().type(), nodeRepository);
        Optional<AllocatableClusterResources> bestAllocation = Optional.empty();
        NodeList hosts = nodeRepository.nodes().list().hosts();
        for (int groups = limits.min().groups(); groups <= limits.max().groups(); groups++) {
            for (int nodes = limits.min().nodes(); nodes <= limits.max().nodes(); nodes++) {
                if (nodes % groups != 0) continue;
                int groupSize = nodes / groups;

                // Adjust for redundancy: Node in group if groups = 1, an extra group if multiple groups
                // TODO: Make the best choice based on size and redundancy setting instead
                int nodesAdjustedForRedundancy = target.adjustForRedundancy() ? (groups == 1 ? nodes - 1 : nodes - groupSize) : nodes;
                int groupsAdjustedForRedundancy = target.adjustForRedundancy() ? (groups == 1 ? 1 : groups - 1) : groups;

                ClusterResources next = new ClusterResources(nodes,
                                                             groups,
                                                             nodeResourcesWith(nodesAdjustedForRedundancy,
                                                                               groupsAdjustedForRedundancy,
                                                                               limits, target, current, clusterModel));
                var allocatableResources = AllocatableClusterResources.from(next, current.clusterSpec(), limits, hosts, nodeRepository);

                if (allocatableResources.isEmpty()) continue;
                if (bestAllocation.isEmpty() || allocatableResources.get().preferableTo(bestAllocation.get()))
                    bestAllocation = allocatableResources;
            }
        }

        return bestAllocation;
    }

    /**
     * For the observed load this instance is initialized with, returns the resources needed per node to be at
     * ideal load given a target node count
     */
    private NodeResources nodeResourcesWith(int nodes,
                                            int groups,
                                            Limits limits,
                                            ResourceTarget target,
                                            AllocatableClusterResources current,
                                            ClusterModel clusterModel) {
        double cpu, memory, disk;
        int groupSize = nodes / groups;

        if (current.clusterSpec().type() == ClusterSpec.Type.content) { // load scales with node share of content
            // Cpu: Query cpu scales with cluster size, write cpu scales with group size
            // Memory and disk: Scales with group size

            // The fixed cost portion of cpu does not scale with changes to the node count
            double queryCpuPerGroup = fixedCpuCostFraction * target.resources().vcpu() +
                                      (1 - fixedCpuCostFraction) * target.resources().vcpu() * current.groupSize() / groupSize;
            double queryCpu = queryCpuPerGroup * current.groups() / groups;
            double writeCpu = target.resources().vcpu() * current.groupSize() / groupSize;
            cpu = clusterModel.queryCpuFraction() * queryCpu + (1 - clusterModel.queryCpuFraction()) * writeCpu;
            memory = target.resources().memoryGb() * current.groupSize() / groupSize;
            disk = target.resources().diskGb() * current.groupSize() / groupSize;
        }
        else {
            cpu = target.resources().vcpu() * current.nodes() / nodes;
            memory = target.resources().memoryGb();
            disk = target.resources().diskGb();
        }

        // Combine the scaled resource values computed here
        // with the currently configured non-scaled values, given in the limits, if any
        NodeResources nonScaled = limits.isEmpty() || limits.min().nodeResources().isUnspecified()
                                  ? current.advertisedResources().nodeResources()
                                  : limits.min().nodeResources(); // min=max for non-scaled
        return nonScaled.withVcpu(cpu).withMemoryGb(memory).withDiskGb(disk);
    }

    /** Returns a copy of the given limits where the minimum nodes are at least the given value when allowed */
    private Limits atLeast(int min, Limits limits) {
        if (limits.max().nodes() < min) return limits; // not allowed
        return limits.withMin(limits.min().withNodes(Math.max(min, limits.min().nodes())));
    }

}

@@ -416,141 +416,8 @@
 ory;
-%0Aimport com.yahoo.vespa.hosted.provision.applications.Cluster;%0Aimport com.yahoo.vespa.hosted.provision.provisioning.CapacityPolicies;
 %0A%0Aim

Optimize imports