Anomaly thresholds: alerts for unusual traffic, nothing refused (closes #101)
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SWWAF_ANOMALY_CLIENT_*, _NET_*, _ASN_*, _TOTAL_* and SWWAF_WATCH_* with SWWAF_WATCH_NETS: requests and bytes per minute and per hour, each off by default; with all off, nothing is counted. Otherwise every request but the health check is counted, allow-listed and exempt ones included; a count over its threshold raises an anomaly alert, with a cooldown per scope. At most 20,000 counters, kept in alerts.json. A per-AS-number threshold with lookups off, or a malformed SWWAF_WATCH_NETS, stops the start. A cooldown that has run out is dropped as the hour ends, whatever it held back; the hour's summary gives its repeats. Judgement call: refused requests are counted too. Judgement call: per-client counters are kept in alerts.json, which SPEC.md does not list. Judgement call: a request counts for an AS number only if the lookup answered before it ended. Model: opus-5-5
This commit was merged in pull request #107.
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// Package anomaly counts requests and bytes over a minute and an hour, per
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// client, per surrounding netblock, per AS number, for the whole service
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// and per named netblock, and raises an anomaly alert for a count over its
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// threshold, as "Anomaly thresholds" under "Configuration surface" in
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// SPEC.md describes. It refuses and bans nothing. At most 20,000 counters
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// are kept, in memory, and written to alerts.json and read from it by the
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// state package.
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package anomaly
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import (
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"cmp"
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"fmt"
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"net/netip"
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"slices"
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"sync"
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"time"
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"github.com/hashicorp/golang-lru/v2/simplelru"
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"sneak.berlin/go/smallwebwaf/internal/alerts"
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"sneak.berlin/go/smallwebwaf/internal/ratelimit"
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)
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// maxCounters is how many counters are kept. Past it, the counter counted
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// least recently is dropped, and starts afresh if it is counted again.
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const maxCounters = 20000
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// The scopes, what a counter counts, as the settings, alerts.json and the
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// alerts name them.
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const (
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// ScopeClient is one client: an IPv4 address, or an IPv6 /64.
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ScopeClient = "client"
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// ScopeNet is the netblock around a client, SWWAF_ANOMALY_NET_V4_PREFIX
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// or SWWAF_ANOMALY_NET_V6_PREFIX long.
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ScopeNet = "net"
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// ScopeASN is an AS number.
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ScopeASN = "asn"
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// ScopeTotal is the whole service.
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ScopeTotal = "total"
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// ScopeWatch is a named netblock of SWWAF_WATCH_NETS.
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ScopeWatch = "watch"
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)
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// Scopes returns every scope.
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func Scopes() []string {
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return []string{ScopeClient, ScopeNet, ScopeASN, ScopeTotal, ScopeWatch}
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}
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// The windows a counter counts in, as the alerts name them.
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const (
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minute = "minute"
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hour = "hour"
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)
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// Thresholds are the most requests and the most bytes a scope may have
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// counted in a minute and in an hour before an alert is raised. Zero is
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// off.
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type Thresholds struct {
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RequestsPerMinute int64
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RequestsPerHour int64
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BytesPerMinute int64
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BytesPerHour int64
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}
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// NamedNetblock is a netblock SWWAF_WATCH_NETS names.
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type NamedNetblock struct {
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Name string
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Netblock netip.Prefix
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}
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// Params are what New needs.
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type Params struct {
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// The thresholds of each scope: SWWAF_ANOMALY_CLIENT_*,
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// SWWAF_ANOMALY_NET_*, SWWAF_ANOMALY_ASN_*, SWWAF_ANOMALY_TOTAL_* and
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// SWWAF_WATCH_*.
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Client, Net, ASN, Total, Watch Thresholds
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// NetV4Prefix and NetV6Prefix are the lengths of the netblock around a
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// client (SWWAF_ANOMALY_NET_V4_PREFIX and SWWAF_ANOMALY_NET_V6_PREFIX).
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NetV4Prefix, NetV6Prefix int
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// NamedNetblocks are SWWAF_WATCH_NETS.
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NamedNetblocks []NamedNetblock
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// Alerts receive the anomaly alerts.
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Alerts *alerts.Queue
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}
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// Counter is one scope's counts, as alerts.json holds them: the scope,
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// with the netblock, the AS number or the name that tells it from the
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// others in that scope, and its two buckets of requests and of bytes in
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// the minute and in the hour. A bucket whose threshold is off counts
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// nothing, and is left out.
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//
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//nolint:tagliatelle // the state files use snake_case, as the request log does
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type Counter struct {
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Scope string `json:"scope"`
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Netblock netip.Prefix `json:"netblock,omitzero"`
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ASN string `json:"asn,omitempty"`
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Name string `json:"name,omitempty"`
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Minute ratelimit.Buckets `json:"minute,omitzero"`
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Hour ratelimit.Buckets `json:"hour,omitzero"`
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MinuteBytes ratelimit.Buckets `json:"minute_bytes,omitzero"`
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HourBytes ratelimit.Buckets `json:"hour_bytes,omitzero"`
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}
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// Request is a request that has ended, as the counters count it.
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type Request struct {
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// Client is the client's address, and ClientGroup the client it is
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// counted as: its IPv4 address, or its IPv6 /64.
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Client netip.Addr
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ClientGroup netip.Prefix
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// ASN, ASName and Country are the client's as looked up, each "" when
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// unknown.
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ASN, ASName, Country string
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// Bytes are the request's bytes, as SWWAF_BYTES_COUNT counts them.
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Bytes int64
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}
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// Counters counts each request in the scopes it is in. It is safe for
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// concurrent use.
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type Counters struct {
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params Params
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mu sync.Mutex
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counters *simplelru.LRU[key, *Counter]
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}
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// key is what tells a counter from the others: its scope, with its
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// netblock, AS number or name.
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type key struct {
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scope string
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netblock netip.Prefix
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asn string
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name string
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}
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// New returns Counters for params, with nothing counted yet.
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func New(params Params) *Counters {
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counters, err := simplelru.NewLRU[key, *Counter](maxCounters, nil)
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if err != nil {
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panic(err) // NewLRU fails only for a size below one
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}
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return &Counters{params: params, counters: counters}
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}
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// Count counts r, a request that has ended, at now, in each scope it is
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// in whose thresholds are not all off: its client, the netblock around
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// it, its AS number once known, the whole service, and each named
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// netblock it is in. Only the counts whose threshold is set are counted.
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// For each scope whose count is over a threshold, it raises an anomaly
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// alert, for the first such count in the order requests and bytes in the
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// minute, then in the hour; the alert queue's cooldown holds back the
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// repeats. Nothing is refused or banned.
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func (c *Counters) Count(now time.Time, r Request) {
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var raised []alerts.Alert
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c.mu.Lock()
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for _, scope := range c.scopesOf(r) {
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counter, found := c.counters.Get(scope.key)
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if !found {
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counter = scope.key.counter()
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c.counters.Add(scope.key, counter)
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}
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over, passed := counter.add(now, r.Bytes, scope.thresholds)
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if passed {
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raised = append(raised, alertFor(r, scope.key, over))
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}
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}
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c.mu.Unlock()
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for _, alert := range raised {
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c.params.Alerts.Raise(alert)
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}
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}
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// Snapshot returns every counter, sorted by scope, then by netblock, AS
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// number and name, as alerts.json lists them.
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func (c *Counters) Snapshot() []Counter {
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c.mu.Lock()
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counters := make([]Counter, 0, c.counters.Len())
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for _, counter := range c.counters.Values() {
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counters = append(counters, *counter)
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}
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c.mu.Unlock()
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slices.SortFunc(counters, func(a, b Counter) int {
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return cmp.Or(cmp.Compare(a.Scope, b.Scope), a.Netblock.Compare(b.Netblock),
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cmp.Compare(a.ASN, b.ASN), cmp.Compare(a.Name, b.Name))
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})
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return counters
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}
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// Load puts counters, read from alerts.json, in place of those held, in
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// the order they were last counted, as the starts of their buckets tell,
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// so that the one counted least recently is dropped first. Each netblock
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// is masked to its length, so that 203.0.113.9/24 is 203.0.113.0/24.
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// Buckets whose time has passed at now are emptied, and a counter left
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// with every bucket empty is dropped.
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func (c *Counters) Load(counters []Counter, now time.Time) {
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counters = slices.Clone(counters)
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slices.SortStableFunc(counters, func(a, b Counter) int {
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return a.lastStart().Compare(b.lastStart())
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})
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c.mu.Lock()
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defer c.mu.Unlock()
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c.counters.Purge()
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for _, counter := range counters {
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counter.Netblock = counter.Netblock.Masked()
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empty := true
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for _, count := range counter.counts() {
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if count.buckets.Passed(now, count.length) {
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*count.buckets = ratelimit.Buckets{}
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}
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empty = empty && *count.buckets == ratelimit.Buckets{}
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}
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if !empty {
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c.counters.Add(counter.key(), &counter)
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}
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}
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}
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// scope is a scope a request is counted in, and its thresholds.
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type scope struct {
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key key
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thresholds Thresholds
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}
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// scopesOf returns the scopes r is in whose thresholds are not all off.
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func (c *Counters) scopesOf(r Request) []scope {
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p := c.params
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client := r.Client.Unmap()
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all := []scope{
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{key{scope: ScopeClient, netblock: r.ClientGroup}, p.Client},
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{key{scope: ScopeNet, netblock: c.netAround(client)}, p.Net},
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{key{scope: ScopeTotal}, p.Total},
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}
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if r.ASN != "" {
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all = append(all, scope{key{scope: ScopeASN, asn: r.ASN}, p.ASN})
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}
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for _, named := range p.NamedNetblocks {
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if named.Netblock.Contains(client) {
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all = append(all, scope{
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key{scope: ScopeWatch, netblock: named.Netblock, name: named.Name}, p.Watch,
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})
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}
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}
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return slices.DeleteFunc(all, func(s scope) bool {
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return s.thresholds == Thresholds{}
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})
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}
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// netAround returns the netblock around client that ScopeNet counts it
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// in: NetV4Prefix or NetV6Prefix long.
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func (c *Counters) netAround(client netip.Addr) netip.Prefix {
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length := c.params.NetV6Prefix
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if client.Is4() {
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length = c.params.NetV4Prefix
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}
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return netip.PrefixFrom(client, length).Masked()
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}
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// overThreshold is a count over its threshold: what it counts, requests or
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// bytes, its window, the count and the threshold.
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type overThreshold struct {
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kind, window string
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count float64
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threshold int64
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}
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// add counts a request of bytes at now in each of c's counts whose
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// threshold, in thresholds, is set, and returns the first count over its
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// threshold, and whether there is one.
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func (c *Counter) add(
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now time.Time, bytes int64, thresholds Thresholds,
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) (overThreshold, bool) {
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// In the order of counts.
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inOrder := [4]int64{
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thresholds.RequestsPerMinute, thresholds.BytesPerMinute,
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thresholds.RequestsPerHour, thresholds.BytesPerHour,
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}
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var (
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first overThreshold
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passed bool
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)
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for i, count := range c.counts() {
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threshold := inOrder[i]
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if threshold == 0 {
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continue
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}
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n := int64(1)
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if count.kind == ratelimit.KindBytes {
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n = bytes
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}
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counted := count.buckets.Add(now, count.length, n)
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if !passed && counted > float64(threshold) {
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first = overThreshold{count.kind, count.window, counted, threshold}
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passed = true
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}
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}
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return first, passed
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}
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// bucketCount is one of a counter's four counts: requests or bytes, in a
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// window of length, and the buckets they are counted in.
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type bucketCount struct {
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kind, window string
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length time.Duration
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buckets *ratelimit.Buckets
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}
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// counts returns c's counts: requests and bytes in the minute, then in
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// the hour.
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func (c *Counter) counts() [4]bucketCount {
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return [4]bucketCount{
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{ratelimit.KindRequests, minute, time.Minute, &c.Minute},
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{ratelimit.KindBytes, minute, time.Minute, &c.MinuteBytes},
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{ratelimit.KindRequests, hour, time.Hour, &c.Hour},
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{ratelimit.KindBytes, hour, time.Hour, &c.HourBytes},
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}
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}
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// lastStart returns the start of c's latest bucket, which tells, to the
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// minute or to the hour, when c was last counted.
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func (c *Counter) lastStart() time.Time {
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var latest time.Time
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for _, count := range c.counts() {
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if count.buckets.Start.After(latest) {
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latest = count.buckets.Start
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}
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}
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return latest
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}
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// key returns what tells c from the other counters.
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func (c *Counter) key() key {
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return key{scope: c.Scope, netblock: c.Netblock, asn: c.ASN, name: c.Name}
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}
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// counter returns a counter for k, with nothing counted yet.
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func (k key) counter() *Counter {
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return &Counter{Scope: k.scope, Netblock: k.netblock, ASN: k.asn, Name: k.name}
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}
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// alertFor returns the anomaly alert for o, a count over its threshold in
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// the scope k, which r took over it. It gives r's client, with its AS
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// number, AS name and country, and the netblock counted, of a client, the
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// netblock around it or a named netblock. Its detail gives the scope, the
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// AS number or the name of a scope that has one, the window, what is
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// counted, the count and the threshold.
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func alertFor(r Request, k key, o overThreshold) alerts.Alert {
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detail := map[string]any{
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"scope": k.scope, "window": o.window, "kind": o.kind, "count": o.count,
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"threshold": o.threshold,
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}
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var counted string
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switch k.scope {
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case ScopeClient:
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counted = "the client " + k.netblock.String()
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case ScopeNet:
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counted = "the netblock " + k.netblock.String()
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case ScopeASN:
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counted = k.asn
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detail["asn"] = k.asn
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case ScopeTotal:
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counted = "the whole service"
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default: // watch
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counted = "the named netblock " + k.name + ", " + k.netblock.String()
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detail["name"] = k.name
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}
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return alerts.Alert{
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Event: alerts.EventAnomaly,
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Client: r.Client,
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Netblock: k.netblock,
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ASN: r.ASN,
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ASName: r.ASName,
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Country: r.Country,
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Reason: fmt.Sprintf("%s per %s of %s over the threshold of %d", o.kind, o.window,
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counted, o.threshold),
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Detail: detail,
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}
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}
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Block a user