A GB200 NVL72 rack or an NVLink Switch system is a scale-up island: its GPUs reach each other over NVLink whatever node they are in. Each GPU now reports its fabric from nvidia-smi -q - state, status, ClusterUUID, CliqueId, bandwidth - at registration and once a minute after, since a fabric manager restarting drops every card out at once; and each node reports nvidia-imex and its channels, without which the domain's GPUs cannot share memory across nodes. A single machine's NVSwitch, which reports a cluster of zeros, is no domain. A replica spanning nodes is placed inside one domain first, on nodes whose every card is joined and whose IMEX is up, and its shards are told NCCL_MNNVL_ENABLE=1; InfiniBand is the fallback. /admin/nvlink draws each domain as a rack - the NVLink Switch band on top, light running down a backplane, trays of GPU chips that glow when joined, pulse red when not, turn amber on degraded bandwidth - and lists what keeps a tray out. A node's page shows its GPU-by-GPU NVLink matrix, each card's NUMA node and nearest adapter, and its domain and IMEX. doctor checks joining, bandwidth, IMEX and its channel; metrics llmgw_gpu_nvlink_joined and llmgw_imex_up; /api/v1/nvlink. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
1008 lines
35 KiB
Go
1008 lines
35 KiB
Go
// Package adminapi is the control plane's management surface, which `ctl`
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// consumes (plan §11, phase 3).
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//
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// It is mounted on the admin listener rather than the client-facing one. The
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// two have different audiences: one serves inference to whoever holds an API
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// key, the other lets a caller cordon nodes and read the cluster's shape.
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package adminapi
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import (
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"context"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"slices"
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"strings"
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"time"
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"gitea.mynodes.xyz/ilker/llmgw/internal/agent/discovery"
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"gitea.mynodes.xyz/ilker/llmgw/internal/bench"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/fabrics"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/inventory"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/nvlink"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/reconciler"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/topology"
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"gitea.mynodes.xyz/ilker/llmgw/internal/store"
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)
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// API serves the management endpoints.
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type API struct {
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models Models
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capacity Capacity
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usage Usage
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ctl *control.Controller
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}
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// New builds the API over a controller.
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func New(ctl *control.Controller) *API { return &API{ctl: ctl} }
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// Register mounts the endpoints on a mux under /api/v1.
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func (a *API) Register(mux *http.ServeMux) {
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mux.HandleFunc("GET /api/v1/summary", a.summary)
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// Adding a model is a write, and the only one this API has. It lives here
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// rather than on the client-facing listener for the same reason the rest of
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// it does: reaching this port already means holding the control plane.
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mux.HandleFunc("POST /api/v1/models", a.addModel)
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mux.HandleFunc("DELETE /api/v1/models/{name}", a.removeModel)
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mux.HandleFunc("POST /api/v1/models/{name}/scale", a.scaleModel)
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mux.HandleFunc("PUT /api/v1/models/{name}/capacity", a.putCapacity)
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mux.HandleFunc("GET /api/v1/capacity", a.listCapacity)
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mux.HandleFunc("GET /api/v1/usage", a.usageByScope)
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mux.HandleFunc("GET /api/v1/nodes", a.listNodes)
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mux.HandleFunc("GET /api/v1/fabrics", func(w http.ResponseWriter, _ *http.Request) {
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writeJSON(w, http.StatusOK, a.Fabrics())
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})
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mux.HandleFunc("GET /api/v1/nvlink", func(w http.ResponseWriter, _ *http.Request) {
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writeJSON(w, http.StatusOK, a.NVLink())
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})
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mux.HandleFunc("GET /api/v1/fabrics/{id}/topology", func(w http.ResponseWriter, r *http.Request) {
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t, ok := a.Topology(r.PathValue("id"))
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if !ok {
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http.NotFound(w, r)
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return
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}
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writeJSON(w, http.StatusOK, t)
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})
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mux.HandleFunc("GET /api/v1/models", a.listModels)
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mux.HandleFunc("GET /api/v1/replicas", a.listReplicas)
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// Listing is a read and deleting is a separate verb, so a mistyped
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// command cannot remove anything.
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mux.HandleFunc("GET /api/v1/weights/orphans", a.listOrphans)
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mux.HandleFunc("POST /api/v1/weights/collect", a.collectWeights)
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mux.HandleFunc("GET /api/v1/explain-placement", a.explainPlacement)
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mux.HandleFunc("POST /api/v1/nodes/{id}/state", a.setNodeState)
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mux.HandleFunc("GET /api/v1/nodes/{id}/logs", a.nodeLogs)
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}
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// --- responses ---
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// NodeView is a node as `ctl nodes` shows it.
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type NodeView struct {
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ID string `json:"id"`
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Hostname string `json:"hostname,omitempty"`
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MgmtAddr string `json:"mgmt_addr,omitempty"`
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State string `json:"state"`
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Labels map[string]string `json:"labels,omitempty"`
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GPUTotal int `json:"gpu_total"`
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GPUFree int `json:"gpu_free"`
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// MemoryGB is the machine's RAM, 0 when the agent did not report it. It is
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// what decides whether a CPU profile can be placed here, so it belongs
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// where someone looks when a model will not schedule.
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MemoryGB int `json:"memory_gb,omitempty"`
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// Engines are the inference engines installed here, as the agent found
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// them. Absent means the agent is older than the probe and said nothing,
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// which is not the same as having none — placement treats it that way too,
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// or a control plane upgrade would empty a fleet.
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Engines []string `json:"engines,omitempty"`
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// Provision is where installing each wanted engine stands. An engine is in
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// Engines only once its installation here is ready.
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Provision []inventory.EngineInstall `json:"provision,omitempty"`
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// OS is the operating system and architecture, as the agent read them.
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OS string `json:"os,omitempty"`
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// Warnings are facts about the machine that make it slow or unusable
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// without making it unhealthy: a VM with no vector instructions runs every
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// model, at a fifth of the speed.
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Warnings []string `json:"warnings,omitempty"`
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// Models are the weights this node can see. Absent means it was not asked
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// to look, which is not the same as holding none.
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Models []string `json:"models_on_disk,omitempty"`
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// DiskFreeGB and DiskTotalGB are the filesystems holding those weights,
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// summed. Zero means the agent did not report any, which an older agent
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// and a node with no model directories both do — so it reads as unknown
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// rather than as a full disk.
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//
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// Summed because an operator asking "can this node take another model"
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// wants one number; the per-filesystem detail is in the node's own record
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// for anyone who needs it. Shared filesystems are left out of the sum: the
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// space on a filer is not this node's to spend, and adding it would let a
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// fleet of twenty nodes each believe it has the same free terabyte.
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DiskFreeGB int `json:"disk_free_gb,omitempty"`
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DiskTotalGB int `json:"disk_total_gb,omitempty"`
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Classes []string `json:"gpu_classes,omitempty"`
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Fabrics []string `json:"fabrics,omitempty"`
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// Unhealthy lists GPUs kept out of placement and why, which is usually the
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// answer when a node looks idle but nothing will schedule onto it.
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Unhealthy []string `json:"unhealthy_gpus,omitempty"`
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LastSeenAgo string `json:"last_seen_ago"`
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AgentVersion string `json:"agent_version,omitempty"`
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Replicas int `json:"replicas"`
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// Load is how busy the machine is, absent when its agent has not
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// measured it lately — which is unknown, not idle.
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Load *LoadView `json:"load,omitempty"`
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// IBPorts are the node's InfiniBand and RoCE ports at the last heartbeat.
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IBPorts []IBPortView `json:"ib_ports,omitempty"`
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// GPUs are the cards, with how they are wired: NVLink peers, the
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// adapter nearest each, and the NVLink domain each has joined.
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GPUs []GPUView `json:"gpus,omitempty"`
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// NVLinkDomain is the multi-node domain every card has joined, if any.
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NVLinkDomain string `json:"nvlink_domain,omitempty"`
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IMEX string `json:"imex,omitempty"`
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IMEXChannels int `json:"imex_channels,omitempty"`
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}
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// GPUView is one card as a node's page shows it.
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type GPUView struct {
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Index int `json:"index"`
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Name string `json:"name"`
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NUMA int `json:"numa"`
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NVLinkPeers []int `json:"nvlink_peers,omitempty"`
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// NearestNIC is the adapter closest to the card, and how close.
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NearestNIC string `json:"nearest_nic,omitempty"`
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NICPath string `json:"nic_path,omitempty"`
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FabricState string `json:"fabric_state,omitempty"`
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Domain string `json:"domain,omitempty"`
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Bandwidth string `json:"bandwidth,omitempty"`
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}
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// IBPortView is one port as a page shows it.
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type IBPortView struct {
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HCA string `json:"hca"`
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Port int `json:"port"`
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State string `json:"state"`
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PhysState string `json:"phys_state,omitempty"`
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RateGbps int `json:"rate_gbps"`
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LinkLayer string `json:"link_layer,omitempty"`
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Active bool `json:"active"`
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// Fabric is the declared fabric this port's adapter carries, if any.
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Fabric string `json:"fabric,omitempty"`
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// Physical is the fabric the port is physically on: its subnet manager,
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// or its RoCE network. SMError says why that is not known.
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Physical string `json:"physical,omitempty"`
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SMError string `json:"sm_error,omitempty"`
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// Errors are the error counters that are not zero, by name.
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Errors map[string]uint64 `json:"errors,omitempty"`
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TxBytes uint64 `json:"tx_bytes,omitempty"`
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RxBytes uint64 `json:"rx_bytes,omitempty"`
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}
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// LoadView is a node's CPU and memory in use, at its last heartbeat.
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type LoadView struct {
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CPUPercent float64 `json:"cpu_percent"`
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CPUs int `json:"cpus,omitempty"`
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Load1 float64 `json:"load1"`
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Load5 float64 `json:"load5"`
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Load15 float64 `json:"load15"`
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MemUsed int64 `json:"memory_used_bytes"`
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MemTotal int64 `json:"memory_total_bytes"`
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// MemPercent is used over used plus available.
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MemPercent float64 `json:"memory_percent"`
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AgeSec int64 `json:"age_seconds"`
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}
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// loadFresh is how old a measurement may be and still be shown as current.
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const loadFresh = time.Minute
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func loadView(l *inventory.Load, now time.Time) *LoadView {
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if l == nil || now.Sub(l.At) > loadFresh {
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return nil
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}
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v := &LoadView{
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CPUPercent: l.CPUPercent, CPUs: l.CPUCount,
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Load1: l.Load1, Load5: l.Load5, Load15: l.Load15,
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MemUsed: l.MemUsedBytes, MemTotal: l.MemUsedBytes + l.MemAvailBytes,
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AgeSec: int64(now.Sub(l.At).Seconds()),
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}
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if v.MemTotal > 0 {
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v.MemPercent = float64(v.MemUsed) * 100 / float64(v.MemTotal)
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}
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return v
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}
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// ModelView is a model as `ctl models` shows it.
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type ModelView struct {
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Name string `json:"name"`
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// Description is what the model is for, when somebody said.
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Description string `json:"description,omitempty"`
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Aliases []string `json:"aliases,omitempty"`
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Source string `json:"source"`
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Min int `json:"min_replicas"`
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Max int `json:"max_replicas"`
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Ready int `json:"ready_replicas"`
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Total int `json:"total_replicas"`
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Fallbacks []string `json:"fallbacks,omitempty"`
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Profiles []string `json:"profiles"`
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}
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// ReplicaView is a replica as `ctl replicas` shows it.
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type ReplicaView struct {
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ID string `json:"id"`
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Model string `json:"model"`
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Profile string `json:"profile"`
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// Stale is true when the profile has been edited since this replica was
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// placed, so it is running a definition the catalog no longer holds.
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//
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// Reported rather than acted on. Moving a replica that is serving costs
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// more than the imperfection, and the operator who made the edit is the
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// one who should decide whether it is worth a restart.
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Stale bool `json:"stale,omitempty"`
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State string `json:"state"`
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Pool string `json:"pool,omitempty"`
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Fabric string `json:"fabric,omitempty"`
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Endpoint string `json:"endpoint,omitempty"`
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AgeSec int64 `json:"age_seconds"`
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// IdleSec is how long since a request was routed here. Negative means the
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// router has not reported any use of this replica, which is not the same
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// as idle — it is what a replica looks like before anything has asked for
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// it, and after a router restart.
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IdleSec int64 `json:"idle_seconds"`
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Err string `json:"error,omitempty"`
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Shards []ShardView `json:"shards"`
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}
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// ShardView is one shard of a replica.
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type ShardView struct {
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ID string `json:"id"`
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Node string `json:"node"`
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Rank int `json:"rank"`
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GPUs []int `json:"gpus"`
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State string `json:"state"`
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Err string `json:"error,omitempty"`
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// Fetch is the download this shard is waiting on, absent when it is not
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// waiting on one. It is what tells a replica pulling a hundred gigabytes
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// apart from one that is wedged — which look identical without it.
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Fetch *FetchView `json:"fetch,omitempty"`
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// CPUCores and MemoryBytes are the engine's use of its node, from the
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// node's last heartbeat; zero when not measured.
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CPUCores float64 `json:"cpu_cores,omitempty"`
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MemoryBytes int64 `json:"memory_bytes,omitempty"`
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}
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// FetchView is a download in flight.
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type FetchView struct {
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Source string `json:"source"`
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BytesDone int64 `json:"bytes_done"`
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// BytesTotal is 0 when the server did not say how large the file is.
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BytesTotal int64 `json:"bytes_total,omitempty"`
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// Percent is absent rather than zero when the total is unknown: an
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// invented percentage that stops moving is worse than a byte count that
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// keeps rising.
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Percent *int `json:"percent,omitempty"`
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}
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// ExplainView is why a model could not be placed.
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type ExplainView struct {
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Model string `json:"model"`
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// Placed is true when the model has replicas, in which case there is
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// nothing to explain.
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Placed bool `json:"placed"`
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// Rejections is empty when placement was never attempted, which is itself
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// the answer: the model is satisfied, or the reconciler has not run yet.
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Rejections []RejectionView `json:"rejections,omitempty"`
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}
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// RejectionView is one rejected candidate.
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type RejectionView struct {
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Profile string `json:"profile"`
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Pool string `json:"pool,omitempty"`
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Node string `json:"node,omitempty"`
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Reason string `json:"reason"`
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}
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// --- handlers ---
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func (a *API) listNodes(w http.ResponseWriter, _ *http.Request) {
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writeJSON(w, http.StatusOK, a.Nodes())
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}
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// Nodes builds the node view.
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//
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// Exported because the dashboard renders the same data server-side. Going back
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// out through HTTP to fetch what is already in this process would add a way for
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// the two to disagree.
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func (a *API) Nodes() []NodeView {
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replicasOn := map[string]int{}
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for _, rep := range a.ctl.Reconciler().Replicas() {
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for _, n := range rep.NodeIDs() {
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replicasOn[n]++
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}
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}
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inv := a.ctl.Inventory()
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out := make([]NodeView, 0)
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for _, n := range inv.Nodes() {
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v := NodeView{
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ID: n.ID, Hostname: n.Hostname, MgmtAddr: n.MgmtAddr,
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State: n.State.String(), Labels: n.Labels,
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GPUTotal: len(n.GPUs), GPUFree: len(inv.FreeGPUs(n.ID)),
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MemoryGB: n.MemoryTotalMB / 1024,
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Fabrics: n.FabricNames(), AgentVersion: n.AgentVersion,
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Replicas: replicasOn[n.ID],
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}
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if free, total := n.LocalDisk(); total > 0 {
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v.DiskFreeGB = int(free / (1 << 30))
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v.DiskTotalGB = int(total / (1 << 30))
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}
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for name := range n.EngineVersions {
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v.Engines = append(v.Engines, name)
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}
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slices.Sort(v.Engines)
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v.Provision = n.Provision
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if h := n.Host; h.OSID != "" {
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v.OS = strings.TrimSpace(h.OSID + " " + h.OSVersion + " " + h.Arch)
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if h.Arch == "amd64" && !h.HasCPUFlag("avx2") {
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v.Warnings = append(v.Warnings, "no AVX2: inference runs several times slower "+
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"(a VM needs CPU type \"host\")")
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}
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}
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for _, w := range n.Weights {
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v.Models = append(v.Models, w.Path)
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}
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seen := map[string]struct{}{}
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for _, g := range n.GPUs {
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if _, dup := seen[g.Class()]; !dup {
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seen[g.Class()] = struct{}{}
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v.Classes = append(v.Classes, g.Class())
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}
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if !g.Health.OK() {
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v.Unhealthy = append(v.Unhealthy,
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fmt.Sprintf("gpu %d: %s", g.Index, g.Health.Problems[0]))
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}
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}
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if !n.LastSeen.IsZero() {
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v.LastSeenAgo = time.Since(n.LastSeen).Round(time.Second).String()
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}
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v.Load = loadView(n.Load, time.Now())
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v.NVLinkDomain, v.IMEX, v.IMEXChannels = n.NVLinkDomain(), n.IMEX.State, n.IMEX.Channels
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for _, g := range n.GPUs {
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gv := GPUView{Index: g.Index, Name: g.Name, NUMA: g.NUMANode, NVLinkPeers: g.NVLinkPeers}
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for hca, rel := range g.NICPaths {
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if gv.NearestNIC == "" || discovery.PathRank(rel) < discovery.PathRank(gv.NICPath) ||
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(discovery.PathRank(rel) == discovery.PathRank(gv.NICPath) && hca < gv.NearestNIC) {
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gv.NearestNIC, gv.NICPath = hca, rel
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}
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}
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if f := g.Fabric; f != nil {
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gv.FabricState, gv.Domain, gv.Bandwidth = f.State, f.Domain(), f.Bandwidth
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}
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v.GPUs = append(v.GPUs, gv)
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}
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fabricOf := map[string]string{}
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for _, f := range n.Fabrics {
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for _, h := range f.HCAs {
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fabricOf[h] = f.Fabric
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}
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}
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for _, p := range n.IBPorts {
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pv := IBPortView{HCA: p.HCA, Port: p.Port, State: p.State, PhysState: p.PhysState,
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RateGbps: p.RateGbps, LinkLayer: p.LinkLayer, Active: p.Active(), Fabric: fabricOf[p.HCA],
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TxBytes: p.Counters["port_xmit_data"], RxBytes: p.Counters["port_rcv_data"], SMError: p.SMError}
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switch {
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case p.RoCE() && p.Network != "":
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pv.Physical = "RoCE " + p.Network
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case p.SMGUID != "":
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pv.Physical = fmt.Sprintf("SM %s (LID %d)", p.SMGUID, p.SMLID)
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}
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for name, c := range p.Counters {
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if c > 0 && name != "port_xmit_data" && name != "port_rcv_data" {
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if pv.Errors == nil {
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pv.Errors = map[string]uint64{}
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}
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pv.Errors[name] = c
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}
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}
|
|
v.IBPorts = append(v.IBPorts, pv)
|
|
}
|
|
out = append(out, v)
|
|
}
|
|
return out
|
|
}
|
|
|
|
func (a *API) listModels(w http.ResponseWriter, _ *http.Request) {
|
|
writeJSON(w, http.StatusOK, a.Models())
|
|
}
|
|
|
|
// Models builds the catalog view.
|
|
func (a *API) Models() []ModelView {
|
|
ready, total := map[string]int{}, map[string]int{}
|
|
for _, rep := range a.ctl.Reconciler().Replicas() {
|
|
total[rep.Model]++
|
|
if rep.State == reconciler.Ready {
|
|
ready[rep.Model]++
|
|
}
|
|
}
|
|
|
|
out := make([]ModelView, 0)
|
|
for _, m := range a.ctl.Catalog().Models() {
|
|
v := ModelView{
|
|
Name: m.Name, Description: m.Description, Aliases: m.Aliases, Source: m.Source,
|
|
Min: m.Scaling.Min, Max: m.Scaling.Max,
|
|
Ready: ready[m.Name], Total: total[m.Name],
|
|
Fallbacks: m.Fallbacks,
|
|
}
|
|
for _, p := range m.Profiles {
|
|
v.Profiles = append(v.Profiles, p.Name)
|
|
}
|
|
out = append(out, v)
|
|
}
|
|
return out
|
|
}
|
|
|
|
func (a *API) listReplicas(w http.ResponseWriter, r *http.Request) {
|
|
writeJSON(w, http.StatusOK, a.Replicas(r.URL.Query().Get("model")))
|
|
}
|
|
|
|
// Replicas builds the replica view, optionally filtered to one model.
|
|
func (a *API) Replicas(model string) []ReplicaView {
|
|
out := make([]ReplicaView, 0)
|
|
loads := map[string]*inventory.Load{}
|
|
for _, n := range a.ctl.Inventory().Nodes() {
|
|
if n.Load != nil && time.Since(n.Load.At) <= loadFresh {
|
|
loads[n.ID] = n.Load
|
|
}
|
|
}
|
|
for _, rep := range a.ctl.Reconciler().Replicas() {
|
|
if model != "" && rep.Model != model {
|
|
continue
|
|
}
|
|
v := ReplicaView{
|
|
ID: rep.ID, Model: rep.Model, Profile: rep.Profile,
|
|
State: rep.State.String(), Pool: rep.Pool, Fabric: rep.Fabric,
|
|
Endpoint: rep.Endpoint, Err: rep.Err,
|
|
Stale: a.profileChanged(rep.Model, rep.Profile, rep.ProfileFP),
|
|
AgeSec: int64(time.Since(rep.CreatedAt).Seconds()),
|
|
IdleSec: -1,
|
|
}
|
|
if rep.LastUsedAt.IsZero() {
|
|
v.IdleSec = -1
|
|
} else {
|
|
v.IdleSec = int64(time.Since(rep.LastUsedAt).Seconds())
|
|
}
|
|
for _, s := range rep.Shards {
|
|
sv := ShardView{
|
|
ID: s.ID, Node: s.NodeID, Rank: s.Rank,
|
|
GPUs: s.GPUIndices, State: s.State.String(), Err: s.Err,
|
|
}
|
|
if f := s.Fetch; f != nil {
|
|
sv.Fetch = &FetchView{
|
|
Source: f.Source, BytesDone: f.BytesDone, BytesTotal: f.BytesTotal,
|
|
}
|
|
if p, ok := f.Percent(); ok {
|
|
sv.Fetch.Percent = &p
|
|
}
|
|
}
|
|
if l := loads[s.NodeID]; l != nil {
|
|
if use, ok := l.Shards[s.ID]; ok {
|
|
sv.CPUCores, sv.MemoryBytes = use.CPUCores, use.RSSBytes
|
|
}
|
|
}
|
|
v.Shards = append(v.Shards, sv)
|
|
}
|
|
out = append(out, v)
|
|
}
|
|
return out
|
|
}
|
|
|
|
// Models is the service that owns catalog changes, when there is one.
|
|
//
|
|
// Optional because a control plane with no store cannot persist a model, and
|
|
// pretending otherwise would accept a model that vanishes on restart.
|
|
type Models interface {
|
|
Add(ctx context.Context, m catalog.Model, by string) error
|
|
Remove(ctx context.Context, name string) error
|
|
Scale(ctx context.Context, name string, s catalog.Scaling, by string) (catalog.Model, error)
|
|
}
|
|
|
|
// Usage reports what each group of the tenancy tree spent. The store
|
|
// implements it.
|
|
type Usage interface {
|
|
UsageByScope(ctx context.Context, scope store.Scope, since time.Time) ([]store.ScopeUsage, error)
|
|
}
|
|
|
|
// SetUsage supplies the usage reporting source.
|
|
func (a *API) SetUsage(u Usage) { a.usage = u }
|
|
|
|
// ScopeUsageView is one group's spend, with its quota when it has one.
|
|
type ScopeUsageView struct {
|
|
Scope string `json:"scope"`
|
|
ID string `json:"id"`
|
|
Name string `json:"name"`
|
|
|
|
Keys int64 `json:"keys"`
|
|
Requests int64 `json:"requests"`
|
|
Prompt int64 `json:"prompt_tokens"`
|
|
Completion int64 `json:"completion_tokens"`
|
|
CostMicros int64 `json:"cost_micros"`
|
|
Errors int64 `json:"errors"`
|
|
|
|
LastAt time.Time `json:"last_at,omitzero"`
|
|
// Budget is what this level sets, absent when it sets none. A group bounded
|
|
// only by its parent has no budget of its own, and reporting the parent's
|
|
// against each child would read as though each had that much.
|
|
Budget *int64 `json:"budget_micros,omitempty"`
|
|
BudgetPeriod string `json:"budget_period,omitempty"`
|
|
// Fraction is spend over budget, absent for the same reason.
|
|
Fraction *float64 `json:"fraction,omitempty"`
|
|
}
|
|
|
|
func (a *API) usageByScope(w http.ResponseWriter, r *http.Request) {
|
|
if a.usage == nil {
|
|
writeError(w, http.StatusNotImplemented, "this control plane has no store, so nothing is recorded")
|
|
return
|
|
}
|
|
scope := store.Scope(r.URL.Query().Get("by"))
|
|
if scope == "" {
|
|
scope = store.ScopeTeam
|
|
}
|
|
since := 24 * time.Hour
|
|
if v := r.URL.Query().Get("since"); v != "" {
|
|
d, err := time.ParseDuration(v)
|
|
if err != nil || d <= 0 {
|
|
writeError(w, http.StatusBadRequest, "since must be a positive duration, like 24h")
|
|
return
|
|
}
|
|
since = d
|
|
}
|
|
|
|
rows, err := a.usage.UsageByScope(r.Context(), scope, time.Now().Add(-since))
|
|
if err != nil {
|
|
// The only failure a caller can act on is naming a level that is not
|
|
// one, which is what this mostly is.
|
|
writeError(w, http.StatusBadRequest, err.Error())
|
|
return
|
|
}
|
|
out := make([]ScopeUsageView, 0, len(rows))
|
|
for _, u := range rows {
|
|
v := ScopeUsageView{
|
|
Scope: string(u.Scope), ID: u.ID, Name: u.Name,
|
|
Keys: u.Keys, Requests: u.Requests, Prompt: u.Prompt,
|
|
Completion: u.Completion, CostMicros: u.CostMicros, Errors: u.Errors,
|
|
LastAt: u.LastAt, Budget: u.Budget, BudgetPeriod: string(u.BudgetPeriod),
|
|
}
|
|
if f, ok := u.Spent(); ok {
|
|
v.Fraction = &f
|
|
}
|
|
out = append(out, v)
|
|
}
|
|
writeJSON(w, http.StatusOK, out)
|
|
}
|
|
|
|
// Capacity is where measured capacity is kept. The store implements it.
|
|
type Capacity interface {
|
|
PutCapacity(ctx context.Context, c store.StoredCapacity) error
|
|
Capacities(ctx context.Context) ([]store.StoredCapacity, error)
|
|
}
|
|
|
|
// SetCapacity supplies somewhere to keep benchmark results.
|
|
func (a *API) SetCapacity(c Capacity) { a.capacity = c }
|
|
|
|
// putCapacity records what a replica of a model was measured to serve.
|
|
//
|
|
// A PUT rather than a POST: re-running a benchmark replaces what was known
|
|
// about that model on that profile. It is a better answer to the same question,
|
|
// not another data point.
|
|
func (a *API) putCapacity(w http.ResponseWriter, r *http.Request) {
|
|
if a.capacity == nil {
|
|
writeError(w, http.StatusNotImplemented,
|
|
"this control plane has no store, so a measurement recorded here would not survive a restart")
|
|
return
|
|
}
|
|
var c bench.Capacity
|
|
if err := json.NewDecoder(io.LimitReader(r.Body, 1<<20)).Decode(&c); err != nil {
|
|
writeError(w, http.StatusBadRequest, "the measurement is not valid JSON: "+err.Error())
|
|
return
|
|
}
|
|
c.Model = r.PathValue("name")
|
|
if c.Profile == "" {
|
|
writeError(w, http.StatusBadRequest,
|
|
"a measurement needs the profile it was taken on: the same model on CPU and on a GPU are different numbers")
|
|
return
|
|
}
|
|
|
|
// The model has to exist now, which catches a typo in the name — a
|
|
// measurement filed under a misspelling is worse than none, because it
|
|
// looks like the model was never benchmarked. It is not deleted when the
|
|
// model is, though: a benchmark costs real GPU time and outliving the
|
|
// catalog entry is the point.
|
|
m, ok := a.ctl.Catalog().Resolve(c.Model)
|
|
if !ok {
|
|
writeError(w, http.StatusNotFound, "no model named "+c.Model+" is in the catalog")
|
|
return
|
|
}
|
|
if !slices.ContainsFunc(m.Profiles, func(p catalog.Profile) bool { return p.Name == c.Profile }) {
|
|
writeError(w, http.StatusBadRequest,
|
|
"model "+c.Model+" has no profile named "+c.Profile)
|
|
return
|
|
}
|
|
|
|
body, err := json.Marshal(c)
|
|
if err != nil {
|
|
writeError(w, http.StatusInternalServerError, err.Error())
|
|
return
|
|
}
|
|
if err := a.capacity.PutCapacity(r.Context(), store.StoredCapacity{
|
|
Model: c.Model, Profile: c.Profile, Measurement: body,
|
|
MeasuredAt: c.MeasuredAt, MeasuredBy: r.Header.Get("X-Llmgw-Actor"),
|
|
}); err != nil {
|
|
writeError(w, http.StatusInternalServerError, err.Error())
|
|
return
|
|
}
|
|
writeJSON(w, http.StatusOK, c)
|
|
}
|
|
|
|
// CapacityView is one stored measurement, with who recorded it.
|
|
type CapacityView struct {
|
|
bench.Capacity
|
|
MeasuredBy string `json:"measured_by,omitempty"`
|
|
}
|
|
|
|
func (a *API) listCapacity(w http.ResponseWriter, r *http.Request) {
|
|
if a.capacity == nil {
|
|
writeJSON(w, http.StatusOK, []CapacityView{})
|
|
return
|
|
}
|
|
rows, err := a.capacity.Capacities(r.Context())
|
|
if err != nil {
|
|
writeError(w, http.StatusInternalServerError, err.Error())
|
|
return
|
|
}
|
|
out := make([]CapacityView, 0, len(rows))
|
|
for _, row := range rows {
|
|
var c bench.Capacity
|
|
if err := json.Unmarshal(row.Measurement, &c); err != nil {
|
|
// Skipped rather than failing the listing: one row written by an
|
|
// older shape must not hide every other measurement.
|
|
continue
|
|
}
|
|
out = append(out, CapacityView{Capacity: c, MeasuredBy: row.MeasuredBy})
|
|
}
|
|
writeJSON(w, http.StatusOK, out)
|
|
}
|
|
|
|
// SetModels supplies the catalog-changing service.
|
|
func (a *API) SetModels(m Models) { a.models = m }
|
|
|
|
func (a *API) addModel(w http.ResponseWriter, r *http.Request) {
|
|
if a.models == nil {
|
|
writeError(w, http.StatusNotImplemented,
|
|
"this control plane has no store, so a model added here would not survive a restart")
|
|
return
|
|
}
|
|
var m catalog.Model
|
|
if err := json.NewDecoder(io.LimitReader(r.Body, 1<<20)).Decode(&m); err != nil {
|
|
writeError(w, http.StatusBadRequest, "the model definition is not valid JSON: "+err.Error())
|
|
return
|
|
}
|
|
if err := a.models.Add(r.Context(), m, r.Header.Get("X-Llmgw-Actor")); err != nil {
|
|
// Every failure here is the definition being wrong, which is the
|
|
// caller's to fix — a collision, a missing fallback, a profile that
|
|
// cannot be placed. None of them are server faults.
|
|
writeError(w, http.StatusBadRequest, err.Error())
|
|
return
|
|
}
|
|
writeJSON(w, http.StatusOK, map[string]string{"added": m.Name})
|
|
}
|
|
|
|
// ScaleRequest is how many replicas a model should run.
|
|
type ScaleRequest struct {
|
|
Min int `json:"min"`
|
|
// Max omitted follows Min, which is what the catalog does for a model that
|
|
// declares only a minimum.
|
|
Max int `json:"max,omitempty"`
|
|
IdleTimeout time.Duration `json:"idle_timeout,omitempty"`
|
|
}
|
|
|
|
// ScaleResponse reports the scaling that is now in force.
|
|
//
|
|
// What is in force rather than what was asked for: the catalog fills in a max
|
|
// that was left out, and a caller that echoed its own request would print a
|
|
// number the cluster is not using.
|
|
type ScaleResponse struct {
|
|
Model string `json:"model"`
|
|
Min int `json:"min"`
|
|
Max int `json:"max"`
|
|
IdleTimeout time.Duration `json:"idle_timeout,omitempty"`
|
|
OnDemand bool `json:"on_demand"`
|
|
}
|
|
|
|
func (a *API) scaleModel(w http.ResponseWriter, r *http.Request) {
|
|
if a.models == nil {
|
|
writeError(w, http.StatusNotImplemented, "this control plane has no store")
|
|
return
|
|
}
|
|
var req ScaleRequest
|
|
if err := json.NewDecoder(io.LimitReader(r.Body, 1<<16)).Decode(&req); err != nil {
|
|
writeError(w, http.StatusBadRequest, "the scaling request is not valid JSON: "+err.Error())
|
|
return
|
|
}
|
|
if req.Min < 0 || req.Max < 0 {
|
|
writeError(w, http.StatusBadRequest, "a replica count cannot be negative")
|
|
return
|
|
}
|
|
name := r.PathValue("name")
|
|
m, err := a.models.Scale(r.Context(), name,
|
|
catalog.Scaling{Min: req.Min, Max: req.Max, IdleTimeout: req.IdleTimeout},
|
|
r.Header.Get("X-Llmgw-Actor"))
|
|
if err != nil {
|
|
// Like addModel: every refusal here is the request being wrong — a
|
|
// model declared in configuration, one that was never added, a max
|
|
// below a min. None are server faults.
|
|
writeError(w, http.StatusBadRequest, err.Error())
|
|
return
|
|
}
|
|
writeJSON(w, http.StatusOK, ScaleResponse{
|
|
Model: m.Name, Min: m.Scaling.Min, Max: m.Scaling.Max,
|
|
IdleTimeout: m.Scaling.IdleTimeout, OnDemand: m.Scaling.OnDemand(),
|
|
})
|
|
}
|
|
|
|
func (a *API) removeModel(w http.ResponseWriter, r *http.Request) {
|
|
if a.models == nil {
|
|
writeError(w, http.StatusNotImplemented, "this control plane has no store")
|
|
return
|
|
}
|
|
name := r.PathValue("name")
|
|
if err := a.models.Remove(r.Context(), name); err != nil {
|
|
writeError(w, http.StatusBadRequest, err.Error())
|
|
return
|
|
}
|
|
writeJSON(w, http.StatusOK, map[string]string{"removed": name})
|
|
}
|
|
|
|
func (a *API) summary(w http.ResponseWriter, _ *http.Request) {
|
|
writeJSON(w, http.StatusOK, a.Summary())
|
|
}
|
|
|
|
func (a *API) explainPlacement(w http.ResponseWriter, r *http.Request) {
|
|
model := r.URL.Query().Get("model")
|
|
if model == "" {
|
|
writeError(w, http.StatusBadRequest, "model is required")
|
|
return
|
|
}
|
|
if _, ok := a.ctl.Catalog().Resolve(model); !ok {
|
|
writeError(w, http.StatusNotFound, fmt.Sprintf("model %q is not in the catalog", model))
|
|
return
|
|
}
|
|
|
|
writeJSON(w, http.StatusOK, a.Explain(model))
|
|
}
|
|
|
|
// Explain builds the placement explanation for one model.
|
|
//
|
|
// It does not check that the model exists; the handler above does that so it
|
|
// can answer 404, while the dashboard only ever asks about models it just read
|
|
// out of the catalog.
|
|
func (a *API) Explain(model string) ExplainView {
|
|
v := ExplainView{Model: model}
|
|
for _, rep := range a.ctl.Reconciler().Replicas() {
|
|
if rep.Model == model && rep.State.Counts() {
|
|
v.Placed = true
|
|
break
|
|
}
|
|
}
|
|
if res, ok := a.ctl.Reconciler().Explain(model); ok {
|
|
for _, rej := range res.Rejections {
|
|
v.Rejections = append(v.Rejections, RejectionView{
|
|
Profile: rej.Profile, Pool: rej.Pool, Node: rej.Node, Reason: rej.Reason,
|
|
})
|
|
}
|
|
}
|
|
return v
|
|
}
|
|
|
|
// setNodeState implements cordon, uncordon and drain.
|
|
//
|
|
// One endpoint rather than three verbs, because they are the same operation
|
|
// with different targets and the difference matters: cordon stops new
|
|
// placement, drain also moves existing work off.
|
|
func (a *API) setNodeState(w http.ResponseWriter, r *http.Request) {
|
|
id := r.PathValue("id")
|
|
|
|
var body struct {
|
|
State string `json:"state"`
|
|
}
|
|
if err := json.NewDecoder(r.Body).Decode(&body); err != nil {
|
|
writeError(w, http.StatusBadRequest, err.Error())
|
|
return
|
|
}
|
|
|
|
var st inventory.NodeState
|
|
switch body.State {
|
|
case "ready", "uncordon":
|
|
st = inventory.Ready
|
|
case "cordoned", "cordon":
|
|
st = inventory.Cordoned
|
|
case "draining", "drain":
|
|
st = inventory.Draining
|
|
default:
|
|
writeError(w, http.StatusBadRequest,
|
|
fmt.Sprintf("unknown state %q (want ready, cordoned or draining)", body.State))
|
|
return
|
|
}
|
|
|
|
if !a.ctl.Inventory().SetState(id, st) {
|
|
writeError(w, http.StatusNotFound, fmt.Sprintf("no node %q", id))
|
|
return
|
|
}
|
|
// Act on it now rather than at the next tick: an operator draining a node
|
|
// is usually about to do something to it.
|
|
a.ctl.Reconciler().Notify()
|
|
|
|
writeJSON(w, http.StatusOK, map[string]string{"id": id, "state": st.String()})
|
|
}
|
|
|
|
func writeJSON(w http.ResponseWriter, code int, v any) {
|
|
w.Header().Set("Content-Type", "application/json")
|
|
w.WriteHeader(code)
|
|
_ = json.NewEncoder(w).Encode(v)
|
|
}
|
|
|
|
func writeError(w http.ResponseWriter, code int, msg string) {
|
|
writeJSON(w, code, map[string]string{"error": msg})
|
|
}
|
|
|
|
// profileChanged reports whether a replica is running a profile the catalog no
|
|
// longer holds.
|
|
//
|
|
// A replica with no recorded fingerprint is not stale: that is every replica
|
|
// adopted from an agent older than the field, and calling those stale would
|
|
// mark a whole fleet as wrong on the first upgrade. Nor is one whose profile
|
|
// has been deleted outright — the model or the profile going away is a
|
|
// different thing, and the replica's own state already says it.
|
|
func (a *API) profileChanged(model, profile, was string) bool {
|
|
if was == "" {
|
|
return false
|
|
}
|
|
m, ok := a.ctl.Catalog().Resolve(model)
|
|
if !ok {
|
|
return false
|
|
}
|
|
for _, p := range m.Profiles {
|
|
if p.Name == profile {
|
|
return p.Fingerprint() != was
|
|
}
|
|
}
|
|
return false
|
|
}
|
|
|
|
// Fabrics is the physical fabrics the adapters are on, against the names
|
|
// the nodes gave them.
|
|
func (a *API) Fabrics() fabrics.Report {
|
|
inv := a.ctl.Inventory()
|
|
return fabrics.Analyze(inv.Nodes(), inv.SMChanges(), time.Now())
|
|
}
|
|
|
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// TopologyView is one fabric's map, with the cluster's own adapters on it
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// live: their state, rate and traffic from the last heartbeat.
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type TopologyView struct {
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ID string `json:"id"`
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Key string `json:"key"`
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Label string `json:"label"`
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Declared []string `json:"declared"`
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ScannedAt time.Time `json:"scanned_at"`
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ScannedBy string `json:"scanned_by,omitempty"`
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TookMs int64 `json:"took_ms"`
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Err string `json:"error,omitempty"`
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Map *topology.View `json:"map,omitempty"`
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Live map[string]Live `json:"live"`
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// Problems are the fabric's own, from the analysis of its identity and
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// subnet managers.
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Problems []fabrics.Problem `json:"problems,omitempty"`
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SM *fabrics.SM `json:"sm,omitempty"`
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SMs []fabrics.SM `json:"sms,omitempty"`
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}
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// Live is one of the cluster's adapters as its node last reported it.
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type Live struct {
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Node string `json:"node"`
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HCA string `json:"hca"`
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State string `json:"state"`
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Phys string `json:"phys_state"`
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Gbps int `json:"gbps"`
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TxBps float64 `json:"tx_bps"`
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RxBps float64 `json:"rx_bps"`
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Errors map[string]uint64 `json:"errors,omitempty"`
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}
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// FabricID is a physical fabric's key as an address can carry it.
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func FabricID(key string) string {
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return strings.NewReplacer(":", "-", "/", "_").Replace(key)
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}
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// Topologies lists every physical fabric with what is known of its map.
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func (a *API) Topologies() []TopologyView {
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rep := a.Fabrics()
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scans := a.ctl.Inventory().Scans()
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out := make([]TopologyView, 0, len(rep.Physical))
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for _, ph := range rep.Physical {
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t := TopologyView{ID: FabricID(ph.Key), Key: ph.Key, Label: ph.Label, Declared: ph.Declared}
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if sc, ok := scans[ph.Key]; ok {
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t.ScannedAt, t.ScannedBy, t.TookMs, t.Err = sc.At, sc.Node+" "+sc.Port, sc.Took.Milliseconds(), sc.Err
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}
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out = append(out, t)
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}
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return out
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}
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// Topology is one fabric's map, by the id Topologies gives it.
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func (a *API) Topology(id string) (TopologyView, bool) {
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rep := a.Fabrics()
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var ph *fabrics.Physical
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for i := range rep.Physical {
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if FabricID(rep.Physical[i].Key) == id {
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ph = &rep.Physical[i]
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}
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}
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if ph == nil {
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return TopologyView{}, false
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}
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t := TopologyView{ID: id, Key: ph.Key, Label: ph.Label, Declared: ph.Declared, Live: map[string]Live{},
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SM: ph.SM, SMs: ph.SMs}
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for _, p := range rep.Problems {
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for _, d := range ph.Declared {
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if p.Fabric == d {
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t.Problems = append(t.Problems, p)
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break
|
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}
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}
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}
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hosts := map[string]topology.Host{}
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for _, n := range a.ctl.Inventory().Nodes() {
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for _, p := range n.IBPorts {
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if p.NodeGUID == "" {
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continue
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}
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hosts[p.NodeGUID] = topology.Host{Node: n.ID, HCA: p.HCA}
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l := Live{Node: n.ID, HCA: p.HCA, State: p.State, Phys: p.PhysState, Gbps: p.RateGbps,
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TxBps: p.TxBps, RxBps: p.RxBps}
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for name, c := range p.Counters {
|
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if c > 0 && name != "port_xmit_data" && name != "port_rcv_data" {
|
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if l.Errors == nil {
|
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l.Errors = map[string]uint64{}
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}
|
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l.Errors[name] = c
|
|
}
|
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}
|
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t.Live[p.NodeGUID] = l
|
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}
|
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}
|
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sc, ok := a.ctl.Inventory().Scans()[ph.Key]
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if !ok {
|
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return t, true
|
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}
|
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t.ScannedAt, t.ScannedBy, t.TookMs, t.Err = sc.At, sc.Node+" "+sc.Port, sc.Took.Milliseconds(), sc.Err
|
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if sc.Output != "" {
|
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f, err := topology.Parse(sc.Output)
|
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if err != nil {
|
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t.Err = "the map could not be read: " + err.Error()
|
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return t, true
|
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}
|
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v := topology.Build(f, hosts)
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t.Map = &v
|
|
}
|
|
return t, true
|
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}
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|
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// NVLink is the cluster's multi-node NVLink domains, and what keeps any of
|
|
// their nodes out.
|
|
func (a *API) NVLink() nvlink.Report {
|
|
return nvlink.Analyze(a.ctl.Inventory().Nodes())
|
|
}
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