Compare commits
8 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 6d3f5b5b01 | |||
| eda1112f3b | |||
| 71041029e2 | |||
| 35018226ef | |||
| 8833a9c76b | |||
| 6c07409452 | |||
| 1c2541f7d6 | |||
| 9e25f18a3e |
@@ -100,7 +100,7 @@ func (l llmCompleter) Complete(ctx context.Context, system, user string) (string
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// grammar, or a llama-server too old to honour one, gets the plain text it used
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// to get rather than an empty meeting summary.
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func unwrapSummary(raw string) string {
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s := stripThink(strings.TrimSpace(raw))
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s := phraser.StripThink(strings.TrimSpace(raw))
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start := strings.Index(s, "{")
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end := strings.LastIndex(s, "}")
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if start < 0 || end <= start {
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@@ -465,3 +465,39 @@ func TestExpiryNoticeSurvivesAConfirmTurn(t *testing.T) {
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t.Fatal("the expired question must be gone")
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}
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}
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// The other half of the subject question: his answer must fill the empty slot,
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// not replace the request. Slots.Text used to be the whole raw utterance for
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// every intent, so the branch that fills a text slot could only ever overwrite
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// (Vikunja #383). Here the parked request holds the hour and the answer holds
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// what to say at it, and the reminder that lands has both.
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func TestClarifySubjectAnswerFillsRatherThanClobbers(t *testing.T) {
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ctx := context.Background()
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h, st, _ := newClarifyHandler(t)
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at := h.now().Add(2 * time.Hour)
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question, asked := h.askClarify(clarifyDec(router.IntentReminder,
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router.Slots{Time: at, HasTime: true}, "напомни в 11"))
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if !asked || question != "О чём напомнить?" {
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t.Fatalf("expected the subject question, got %q asked=%v", question, asked)
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}
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reply, handled := h.resolveClarifyAnswer(ctx, "позвонить маме")
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if !handled {
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t.Fatal("the answer to an open question must be consumed as an answer")
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}
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if reply == clarifyGaveUp {
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t.Fatalf("a good answer must not drop the request: %q", reply)
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}
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reminders, err := st.DueReminders(ctx, h.now().Add(48*time.Hour))
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if err != nil || len(reminders) != 1 {
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t.Fatalf("clarified reminder was not created: reminders=%v err=%v", reminders, err)
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}
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if !strings.Contains(reminders[0].Payload, "маме") {
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t.Fatalf("the answer never reached the reminder: %q", reminders[0].Payload)
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}
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if !strings.Contains(reminders[0].Payload, "11") {
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t.Fatalf("the answer clobbered the original request: %q", reminders[0].Payload)
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}
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}
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+11
-100
@@ -2,122 +2,33 @@ package main
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import (
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"context"
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"encoding/json"
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"strings"
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"time"
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"github.com/kami/maven/internal/llm"
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"github.com/kami/maven/internal/persona"
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"github.com/kami/maven/internal/phraser"
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"github.com/kami/maven/internal/router"
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"github.com/kami/maven/internal/voice"
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)
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// completer is the LLM seam for the replier (subset of router.Completer).
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// *llm.Client satisfies it.
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type completer interface {
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Complete(ctx context.Context, r llm.Req) (string, error)
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}
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// llmReplier phrases reactive confirmations with the resident model
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// (Qwen3-1.7B). Stub is the
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// floor on any error (offline-safe). Maven speaks as "she", feminine RU.
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// llmReplier is the daemon-side wiring around phraser.Replier: it owns the
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// deterministic floor, and nothing else. The phrasing itself, the prompt and the
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// output parsing live in internal/phraser so the eval can score them (#396).
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type llmReplier struct {
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c completer
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p *phraser.Replier
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stub *voice.StubReplier
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// block renders the shared context block per turn (who he is, the time).
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// nil ⇒ the prompt stands alone.
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block func() string
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}
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func newLLMReplier(c completer, block func() string) *llmReplier {
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return &llmReplier{c: c, stub: voice.NewStubReplier(), block: block}
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func newLLMReplier(c phraser.Completer, block func() string) *llmReplier {
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return &llmReplier{p: phraser.NewReplier(c, block), stub: voice.NewStubReplier()}
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}
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const replySystem = `Ты — Maven, домашняя ассистентка (о себе — в женском роде). Владелец — мужчина, говоришь с ним на "ты", в единственном числе; никогда не "вы"/"ваш" и не "он"/"его". Подтверди действие РОВНО ОДНИМ коротким предложением (≤120 символов), по-русски, спокойно и без официальных формулировок. Не задавай вопросов, не повторяй слова, не добавляй ничего после точки. Отвечай ТОЛЬКО одним объектом JSON с полями "response" (текст) и "mood" (ровно одно из: neutral, happy, thinking, tired, confused).
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Пример: {"response": "Записала, что ты выпил стакан воды.", "mood": "neutral"}
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Никогда не пиши "..." в поле response.`
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// Reply never fails: a clarify, a model error and an unusable generation all
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// answer from the stub, which is what keeps a turn from breaking on the model.
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func (r *llmReplier) Reply(d router.Decision) string {
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if d.Clarify {
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return r.stub.Reply(d)
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}
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ctx, cancel := context.WithTimeout(context.Background(), 60*time.Second)
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defer cancel()
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out, err := r.c.Complete(ctx, llm.Req{
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System: persona.Prepend(r.block, replySystem),
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User: replyContext(d),
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Grammar: phraser.ResponseGrammar,
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MaxTokens: 512,
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RepeatPenalty: 1.3,
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})
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if err != nil {
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out, err := r.p.PhraseReply(context.Background(), d)
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if err != nil || out == "" {
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return r.stub.Reply(d)
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}
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out = stripThink(out)
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if response, _ := parseResponseMood(out); response != "" {
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return response
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}
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// fallback: try plain-text parsing
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if out = firstSentence(out); out != "" {
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return out
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}
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return r.stub.Reply(d)
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}
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// firstSentence trims the model's output to a single clean confirmation: first
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// line, first sentence, whitespace-normalized — the last-line defense against a
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// small model that rambles past the first period despite the prompt + stop.
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// stripThink removes the <think> block that Thinking-variant models emit.
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func stripThink(s string) string {
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if i := strings.LastIndex(s, "</think>"); i >= 0 {
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s = strings.TrimSpace(s[i+8:])
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}
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return s
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}
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func firstSentence(s string) string {
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s = strings.TrimSpace(s)
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if i := strings.IndexByte(s, '\n'); i >= 0 {
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s = s[:i]
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}
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// keep up to and including the first sentence-ending punctuation.
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if i := strings.IndexAny(s, ".!?"); i >= 0 {
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s = s[:i+1]
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}
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return strings.TrimSpace(s)
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}
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// parseResponseMood extracts {"response","mood"} from LLM output, tolerant
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// of thinking tokens and extra text before/after the JSON block.
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func parseResponseMood(raw string) (response, mood string) {
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cleaned := strings.TrimSpace(raw)
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start := strings.Index(cleaned, "{")
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end := strings.LastIndex(cleaned, "}")
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if start < 0 || end < 0 || end <= start {
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return "", ""
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}
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var parsed struct {
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Response string `json:"response"`
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Mood string `json:"mood"`
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}
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if err := json.Unmarshal([]byte(cleaned[start:end+1]), &parsed); err != nil {
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return "", ""
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}
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return parsed.Response, parsed.Mood
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}
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// replyContext renders the decision into a compact RU description for the model.
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func replyContext(d router.Decision) string {
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switch d.Intent {
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case router.IntentFact:
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return "записала факт: " + d.Slots.Key + " " + d.Slots.Value
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case router.IntentNote:
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return "сохранила заметку: " + d.Slots.Text
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case router.IntentReminder:
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return "поставила напоминание: " + d.Slots.Text
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default:
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return string(d.Intent) + ": " + d.Slots.Text
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}
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return out
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}
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@@ -5,28 +5,22 @@ import (
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"testing"
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"github.com/kami/maven/internal/llm"
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"github.com/kami/maven/internal/phraser"
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"github.com/kami/maven/internal/router"
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"github.com/kami/maven/internal/voice"
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)
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type mockCompleter struct {
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// The phrasing itself is tested in internal/phraser. What is left here is the
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// only thing the daemon adds: the stub floor, on the three ways a reply can
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// fail to arrive.
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type stubCompleter struct {
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out string
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err error
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}
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func (m mockCompleter) Complete(_ context.Context, _ llm.Req) (string, error) { return m.out, m.err }
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func (s stubCompleter) Complete(_ context.Context, _ llm.Req) (string, error) { return s.out, s.err }
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func TestLLMReplierReturnsLLMReply(t *testing.T) {
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r := newLLMReplier(mockCompleter{out: `{"response":"записала, кофе закончился","mood":"neutral"}`}, nil)
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got := r.Reply(router.Decision{Intent: router.IntentNote, Slots: router.Slots{Text: "кофе закончился"}})
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if got != "записала, кофе закончился" {
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t.Errorf("got %q, want %q", got, "записала, кофе закончился")
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}
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}
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func TestLLMReplierFallsBackToPlainText(t *testing.T) {
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r := newLLMReplier(mockCompleter{out: "записала, кофе закончился"}, nil)
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func TestLLMReplierPassesTheModelReplyThrough(t *testing.T) {
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r := newLLMReplier(stubCompleter{out: `{"response":"записала, кофе закончился","mood":"neutral"}`}, nil)
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got := r.Reply(router.Decision{Intent: router.IntentNote, Slots: router.Slots{Text: "кофе закончился"}})
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if got != "записала, кофе закончился" {
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t.Errorf("got %q, want %q", got, "записала, кофе закончился")
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@@ -34,54 +28,30 @@ func TestLLMReplierFallsBackToPlainText(t *testing.T) {
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}
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func TestLLMReplierFallsBackToStubOnError(t *testing.T) {
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r := newLLMReplier(mockCompleter{err: errTestLLMDown}, nil)
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noteDec := router.Decision{Intent: router.IntentNote}
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got := r.Reply(noteDec)
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want := voice.NewStubReplier().Reply(noteDec)
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if got != want {
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t.Errorf("on llm error: got %q, want stub %q", got, want)
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}
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r := newLLMReplier(stubCompleter{err: errReplierTest}, nil)
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assertStub(t, r, router.Decision{Intent: router.IntentNote}, "llm error")
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}
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func TestLLMReplierFallsBackToStubOnEmpty(t *testing.T) {
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r := newLLMReplier(mockCompleter{out: ""}, nil)
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noteDec := router.Decision{Intent: router.IntentNote}
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got := r.Reply(noteDec)
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want := voice.NewStubReplier().Reply(noteDec)
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if got != want {
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t.Errorf("on empty llm: got %q, want stub %q", got, want)
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}
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r := newLLMReplier(stubCompleter{out: ""}, nil)
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assertStub(t, r, router.Decision{Intent: router.IntentNote}, "empty llm")
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}
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func TestLLMReplierClarifyUsesStub(t *testing.T) {
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r := newLLMReplier(mockCompleter{out: "я всё поняла"}, nil)
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clarifyDec := router.Decision{Clarify: true}
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got := r.Reply(clarifyDec)
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want := voice.NewStubReplier().Reply(clarifyDec)
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r := newLLMReplier(stubCompleter{out: "я всё поняла"}, nil)
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assertStub(t, r, router.Decision{Clarify: true}, "clarify")
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}
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func assertStub(t *testing.T, r *llmReplier, d router.Decision, what string) {
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t.Helper()
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got, want := r.Reply(d), voice.NewStubReplier().Reply(d)
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if got != want {
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t.Errorf("on clarify: got %q, want stub %q", got, want)
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t.Errorf("on %s: got %q, want stub %q", what, got, want)
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}
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}
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|
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var errTestLLMDown = errTest("llm down")
|
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var errReplierTest = errTest("llm down")
|
||||
|
||||
type errTest string
|
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|
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func (e errTest) Error() string { return string(e) }
|
||||
|
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// grammarRecorder captures the request so the grammar can be asserted on.
|
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type grammarRecorder struct{ req llm.Req }
|
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|
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func (g *grammarRecorder) Complete(_ context.Context, r llm.Req) (string, error) {
|
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g.req = r
|
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return `{"response":"записала","mood":"neutral"}`, nil
|
||||
}
|
||||
|
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func TestLLMReplierCarriesTheResponseGrammar(t *testing.T) {
|
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rec := &grammarRecorder{}
|
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r := newLLMReplier(rec, nil)
|
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r.Reply(router.Decision{Intent: router.IntentNote, Slots: router.Slots{Text: "кофе закончился"}})
|
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if rec.req.Grammar != phraser.ResponseGrammar {
|
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t.Errorf("grammar = %q, want phraser.ResponseGrammar", rec.req.Grammar)
|
||||
}
|
||||
}
|
||||
|
||||
+17
-3
@@ -24,7 +24,12 @@ type runner struct {
|
||||
mu sync.Mutex
|
||||
cmd *exec.Cmd
|
||||
ready bool
|
||||
http *http.Client
|
||||
// yielding — stop() has sent the signal and the exit that follows is ours.
|
||||
// llama-server aborts on SIGTERM (its static teardown throws, upstream
|
||||
// ggml-org/llama.cpp), so a routine yield and a real crash produce the same
|
||||
// "signal: aborted" and used to log identically (Vikunja #491).
|
||||
yielding bool
|
||||
http *http.Client
|
||||
}
|
||||
|
||||
func newRunner(bin string, args []string, readyURL string) *runner {
|
||||
@@ -70,13 +75,18 @@ func (r *runner) start() error {
|
||||
if err := cmd.Start(); err != nil {
|
||||
return err
|
||||
}
|
||||
r.cmd, r.ready = cmd, false
|
||||
r.cmd, r.ready, r.yielding = cmd, false, false
|
||||
log.Printf("mavgpud: started llama-server pid=%d", cmd.Process.Pid)
|
||||
go func() {
|
||||
err := cmd.Wait()
|
||||
r.mu.Lock()
|
||||
r.cmd, r.ready = nil, false
|
||||
yielded := r.yielding
|
||||
r.cmd, r.ready, r.yielding = nil, false, false
|
||||
r.mu.Unlock()
|
||||
if yielded {
|
||||
log.Printf("mavgpud: llama-server stopped, card yielded (%v)", err)
|
||||
return
|
||||
}
|
||||
log.Printf("mavgpud: llama-server exited: %v", err)
|
||||
}()
|
||||
return nil
|
||||
@@ -90,6 +100,10 @@ func (r *runner) stop(grace time.Duration) {
|
||||
r.mu.Lock()
|
||||
cmd := r.cmd
|
||||
r.ready = false
|
||||
if cmd != nil && cmd.Process != nil {
|
||||
// The exit that follows is ours, not a crash.
|
||||
r.yielding = true
|
||||
}
|
||||
r.mu.Unlock()
|
||||
if cmd == nil || cmd.Process == nil {
|
||||
return
|
||||
|
||||
@@ -0,0 +1,59 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"os"
|
||||
"path/filepath"
|
||||
"testing"
|
||||
"time"
|
||||
)
|
||||
|
||||
// fakeServer writes an executable standing in for llama-server: it ignores
|
||||
// SIGTERM the way the real one effectively does — by dying messily rather than
|
||||
// cleanly — and reports a non-zero status.
|
||||
func fakeServer(t *testing.T, body string) string {
|
||||
t.Helper()
|
||||
path := filepath.Join(t.TempDir(), "fake-llama-server")
|
||||
if err := os.WriteFile(path, []byte("#!/bin/sh\n"+body+"\n"), 0o755); err != nil {
|
||||
t.Fatal(err)
|
||||
}
|
||||
return path
|
||||
}
|
||||
|
||||
// A deliberate stop is a yield, and the log has to say so.
|
||||
//
|
||||
// llama-server aborts inside its own static teardown on SIGTERM, so the exit
|
||||
// status of a routine yield is identical to that of a real crash. Reading the
|
||||
// mavgpud log, the two were indistinguishable (Vikunja #491).
|
||||
func TestStopMarksTheExitAsAYield(t *testing.T) {
|
||||
r := newRunner(fakeServer(t, "while : ; do sleep 1 ; done"), nil, "")
|
||||
if err := r.start(); err != nil {
|
||||
t.Fatalf("start: %v", err)
|
||||
}
|
||||
r.mu.Lock()
|
||||
if r.yielding {
|
||||
t.Error("a freshly started server is already marked as yielding")
|
||||
}
|
||||
r.mu.Unlock()
|
||||
|
||||
r.stop(2 * time.Second)
|
||||
deadline := time.Now().Add(2 * time.Second)
|
||||
for time.Now().Before(deadline) {
|
||||
if !r.running() {
|
||||
return
|
||||
}
|
||||
time.Sleep(10 * time.Millisecond)
|
||||
}
|
||||
t.Fatal("the child outlived stop")
|
||||
}
|
||||
|
||||
// Stopping when nothing is running must not arm the flag for the next child.
|
||||
// The next exit after that would be a real crash logged as a yield.
|
||||
func TestStopWithNoChildDoesNotArmTheFlag(t *testing.T) {
|
||||
r := newRunner("/nonexistent", nil, "")
|
||||
r.stop(10 * time.Millisecond)
|
||||
r.mu.Lock()
|
||||
defer r.mu.Unlock()
|
||||
if r.yielding {
|
||||
t.Error("stop armed the yield flag with no child running")
|
||||
}
|
||||
}
|
||||
@@ -19,6 +19,10 @@ RestartSec=5
|
||||
# llama-server on SIGTERM, so give it longer than stop_grace to do that.
|
||||
KillSignal=SIGTERM
|
||||
TimeoutStopSec=60
|
||||
# llama-server aborts inside its own static teardown on SIGTERM, so every
|
||||
# routine yield used to write a multi-gigabyte core into systemd-coredump
|
||||
# (Vikunja #491). Yielding is meant to happen several times a day.
|
||||
LimitCORE=0
|
||||
|
||||
[Install]
|
||||
WantedBy=default.target
|
||||
|
||||
@@ -0,0 +1,65 @@
|
||||
# Recall topic veto, what it costs and what it buys, 2026-08-03
|
||||
|
||||
Vikunja #496. The task asked for a cross-language fix. Skip the topic veto in
|
||||
`memory.RecallAllowed` when the question and the hit are in different scripts.
|
||||
An English question would then stop losing a Russian note.
|
||||
|
||||
No such case exists. No fixture case puts the question and its wanted note in
|
||||
different scripts. The case the task named is not one either.
|
||||
|
||||
en-hard-024
|
||||
query "what fixed the screen problem"
|
||||
note "the flicker went away once i swapped the display cable"
|
||||
|
||||
Both are English. It is a paraphrase failure, not a language failure. A script
|
||||
test would not have changed a single case, and neither would a bilingual stem
|
||||
map.
|
||||
|
||||
## What the veto is worth today
|
||||
|
||||
Measured with the real embedder, multilingual-e5-small int8, gate 0.55, margin
|
||||
0.008. The first row is the veto as it ships. The second is `RecallAllowed`
|
||||
forced to true.
|
||||
|
||||
| | cases passing | answered | false recall | silenced by gate |
|
||||
|---|---|---|---|---|
|
||||
| veto on | 22/32 | 17/27 | 0/5 | 2 |
|
||||
| veto off | 22/32 | 18/27 | 1/5 | 1 |
|
||||
|
||||
The pass count does not move. The veto trades one true recall for one false one.
|
||||
It costs `en-hard-024` and it buys `ru-silent-029`:
|
||||
|
||||
ru-silent-029
|
||||
query "во сколько отходит поезд"
|
||||
note "погулял вдоль реки" 0.835, margin 0.019
|
||||
|
||||
The second case counted as silenced by the gate is `ru-home-026` at margin
|
||||
0.001, which the margin gate stops. The veto has nothing to do with it.
|
||||
|
||||
## Why no lexical rule separates the two
|
||||
|
||||
`en-hard-024` and `ru-silent-029` are in the same lexical class. Both questions
|
||||
share zero content words with their hit, and neither carries a first-person
|
||||
marker. The scores sit on top of each other, 0.826 against 0.835, and so do the
|
||||
margins, 0.023 against 0.019. Only one thing separates them. A screen problem
|
||||
and a swapped display cable are the same event. A train and a river walk are
|
||||
not. The embedder scores that difference at nine thousandths.
|
||||
|
||||
So the signal is semantic and the gate is lexical. Any rule cheap enough to sit
|
||||
in `RecallAllowed` and strong enough to recover `en-hard-024` also re-admits
|
||||
`ru-silent-029`, which puts false recall back to 1/5.
|
||||
|
||||
One near-miss rule was tried on paper and rejected: let the veto pass when the
|
||||
hit itself is first person. It works on these two, because the English note says
|
||||
"i swapped" and the Russian note says only "погулял". It is backwards as a
|
||||
principle. A first-person note is exactly the personal note the veto keeps away
|
||||
from a world question. The rule would weaken the veto where it was designed to
|
||||
bite. It survives here only because Russian drops the pronoun.
|
||||
|
||||
## Decision
|
||||
|
||||
Accept the loss. `en-hard-024` stays silenced and false recall stays 0/5.
|
||||
|
||||
The way out is a reranker, not a longer word list. Recall@3 is 85.2% against
|
||||
recall@1 at 70.4%, so the right note is usually in the returned set and ranked
|
||||
wrong. That is where the remaining points are, and it is not this task.
|
||||
@@ -60,6 +60,14 @@ var firstPerson = map[string]bool{
|
||||
// kill one false one. A question about his own life keeps the embedder alone
|
||||
// as its judge. A question about the world has to name something the memory
|
||||
// actually mentions.
|
||||
//
|
||||
// The veto's price was re-measured on 2026-08-03 (#496,
|
||||
// docs/evals/2026-08-03-recall-topic-veto.md). It costs one true recall and
|
||||
// buys one false one, and the fixture pass count is the same either way. The
|
||||
// lost case is an English paraphrase, not the cross-language loss it was
|
||||
// reported as, and the fixture has no cross-language case at all. Do not add a
|
||||
// script test or a bilingual stem map for it — both are no-ops here. The
|
||||
// separating signal is semantic and belongs in a reranker, not in this file.
|
||||
func RecallAllowed(query, text string) bool {
|
||||
if mentionsHim(query) {
|
||||
return true
|
||||
|
||||
@@ -31,6 +31,22 @@ func TestRecallAllowed(t *testing.T) {
|
||||
}
|
||||
}
|
||||
|
||||
// The known cost of the veto and the thing that pays for it, both measured on
|
||||
// the held-out fixture with the real embedder (#496,
|
||||
// docs/evals/2026-08-03-recall-topic-veto.md). The two are one lexical class:
|
||||
// zero shared content words, no first-person marker, scores 0.826 against 0.835
|
||||
// and margins 0.023 against 0.019. Recovering the first re-admits the second,
|
||||
// which puts false recall back to 1/5. Anyone loosening the veto has to move
|
||||
// the first line without moving the second.
|
||||
func TestRecallVetoTradeIsPinned(t *testing.T) {
|
||||
if RecallAllowed("what fixed the screen problem", "the flicker went away once i swapped the display cable") {
|
||||
t.Error("en-hard-024 is expected to stay vetoed — if this passes now, re-measure false recall before celebrating")
|
||||
}
|
||||
if RecallAllowed("во сколько отходит поезд", "погулял вдоль реки") {
|
||||
t.Error("ru-silent-029 must stay vetoed — this is the false recall the veto exists to stop")
|
||||
}
|
||||
}
|
||||
|
||||
// A question made only of filler has no topic word to match on, and the score
|
||||
// gate is then the only judge it can have.
|
||||
func TestRecallAllowedFallsBackWhenNothingToCompare(t *testing.T) {
|
||||
|
||||
@@ -26,20 +26,22 @@ import (
|
||||
"time"
|
||||
|
||||
"github.com/kami/maven/internal/dialogue"
|
||||
"github.com/kami/maven/internal/router"
|
||||
)
|
||||
|
||||
//go:embed talk_v1.json
|
||||
var talkFixtureJSON []byte
|
||||
|
||||
// The three phrasing paths under test. Values match the fixture's "path" field.
|
||||
// The phrasing paths under test. Values match the fixture's "path" field.
|
||||
const (
|
||||
PathChat = "chat" // PhraseChat
|
||||
PathQuery = "query" // PhraseQuery with notes
|
||||
PathKnowledge = "knowledge" // PhraseQuery with no notes
|
||||
PathReply = "reply" // PhraseReply, the reactive confirmation
|
||||
)
|
||||
|
||||
// TalkPaths — report order.
|
||||
var TalkPaths = []string{PathChat, PathQuery, PathKnowledge}
|
||||
var TalkPaths = []string{PathChat, PathQuery, PathKnowledge, PathReply}
|
||||
|
||||
// TalkCheckNames — the checks that apply to a free-form reply, in report order.
|
||||
// Deliberately a subset of CheckNames: length, mood and "no questions" are nudge
|
||||
@@ -58,12 +60,19 @@ var TalkCheckNames = []string{
|
||||
// WantAny is the on-topic contract: at least one lowercased fragment must appear
|
||||
// in the reply. Fragments are stems ("пароль" → "парол") so declension does not
|
||||
// defeat them.
|
||||
//
|
||||
// Intent, Key and Value carry the reply path's decision: that path is phrased
|
||||
// from what the router already resolved, not from the raw utterance. Utterance
|
||||
// stays filled anyway, because it is what a human reads in the report.
|
||||
type TalkCase struct {
|
||||
ID string `json:"id"`
|
||||
Path string `json:"path"`
|
||||
Utterance string `json:"utterance"`
|
||||
History []string `json:"history,omitempty"`
|
||||
Notes []string `json:"notes,omitempty"`
|
||||
Intent string `json:"intent,omitempty"`
|
||||
Key string `json:"key,omitempty"`
|
||||
Value string `json:"value,omitempty"`
|
||||
WantAny []string `json:"want_any"`
|
||||
Tags []string `json:"tags,omitempty"`
|
||||
Note string `json:"note,omitempty"`
|
||||
@@ -92,13 +101,27 @@ func LoadTalk() (TalkFixture, error) {
|
||||
return f, nil
|
||||
}
|
||||
|
||||
// Talker — the two methods a conversational path must have to be scorable.
|
||||
// *phraser.LLMPhraser satisfies it; same trick as Nudger.
|
||||
// Talker — the methods a conversational path must have to be scorable.
|
||||
// *phraser.LLMPhraser satisfies the first two; *phraser.Replier satisfies the
|
||||
// third, so a run that scores all four paths passes a Pair.
|
||||
type Talker interface {
|
||||
PhraseChat(ctx context.Context, utterance string, history []dialogue.Turn) (string, error)
|
||||
PhraseQuery(ctx context.Context, utterance string, notes []string) (string, error)
|
||||
}
|
||||
|
||||
// Confirmer — the reply path. *phraser.Replier satisfies it.
|
||||
type Confirmer interface {
|
||||
PhraseReply(ctx context.Context, d router.Decision) (string, error)
|
||||
}
|
||||
|
||||
// Pair joins the two objects the daemon wires separately — the phraser and the
|
||||
// replier — so one ScoreTalk call covers every path Maven speaks through. A bare
|
||||
// Talker still works; its reply cases score as errors, which is honest.
|
||||
type Pair struct {
|
||||
Talker
|
||||
Confirmer
|
||||
}
|
||||
|
||||
// TalkOutcome — one scored case.
|
||||
type TalkOutcome struct {
|
||||
Case TalkCase
|
||||
@@ -194,10 +217,30 @@ func (c TalkCase) run(ctx context.Context, t Talker) (string, error) {
|
||||
return t.PhraseQuery(ctx, c.Utterance, c.Notes)
|
||||
case PathKnowledge:
|
||||
return t.PhraseQuery(ctx, c.Utterance, nil)
|
||||
case PathReply:
|
||||
conf, ok := t.(Confirmer)
|
||||
if !ok {
|
||||
return "", fmt.Errorf("target cannot phrase replies — pass a Pair")
|
||||
}
|
||||
return conf.PhraseReply(ctx, c.decision())
|
||||
}
|
||||
return "", fmt.Errorf("unknown path %q", c.Path)
|
||||
}
|
||||
|
||||
// decision rebuilds what the router would have handed the replier. Text is the
|
||||
// utterance for a note or a reminder, which is what the router puts there.
|
||||
func (c TalkCase) decision() router.Decision {
|
||||
return router.Decision{
|
||||
Intent: router.Intent(c.Intent),
|
||||
Slots: router.Slots{
|
||||
Key: c.Key,
|
||||
Value: c.Value,
|
||||
Text: c.Utterance,
|
||||
HasKey: c.Key != "",
|
||||
},
|
||||
}
|
||||
}
|
||||
|
||||
func (c TalkCase) turns() []dialogue.Turn {
|
||||
turns := make([]dialogue.Turn, 0, len(c.History))
|
||||
for _, h := range c.History {
|
||||
|
||||
@@ -11,6 +11,7 @@ import (
|
||||
"github.com/kami/maven/internal/llm"
|
||||
"github.com/kami/maven/internal/persona"
|
||||
"github.com/kami/maven/internal/phraser"
|
||||
"github.com/kami/maven/internal/router"
|
||||
)
|
||||
|
||||
// perPathMinimum — the resolution floor. A per-path score built on a handful of
|
||||
@@ -36,6 +37,10 @@ func TestTalkFixture(t *testing.T) {
|
||||
|
||||
switch c.Path {
|
||||
case PathChat, PathQuery, PathKnowledge:
|
||||
case PathReply:
|
||||
if c.Intent == "" {
|
||||
t.Errorf("%s: reply case has no intent — the replier is phrased from the decision", c.ID)
|
||||
}
|
||||
default:
|
||||
t.Errorf("%s: unknown path %q", c.ID, c.Path)
|
||||
}
|
||||
@@ -69,10 +74,15 @@ type fakeTalker struct{ reply string }
|
||||
func (f fakeTalker) PhraseChat(context.Context, string, []dialogue.Turn) (string, error) {
|
||||
return f.reply, nil
|
||||
}
|
||||
|
||||
func (f fakeTalker) PhraseQuery(context.Context, string, []string) (string, error) {
|
||||
return f.reply, nil
|
||||
}
|
||||
|
||||
func (f fakeTalker) PhraseReply(context.Context, router.Decision) (string, error) {
|
||||
return f.reply, nil
|
||||
}
|
||||
|
||||
// TestScoreTalkCounts — a reply that fails on purpose must be counted on every
|
||||
// path, so a real run cannot report a hidden zero.
|
||||
func TestScoreTalkCounts(t *testing.T) {
|
||||
@@ -104,7 +114,7 @@ func TestScoreTalkCounts(t *testing.T) {
|
||||
}
|
||||
}
|
||||
|
||||
// TestLLMTalkBaseline — the resident model on the three conversational paths.
|
||||
// TestLLMTalkBaseline — the resident model on all four phrasing paths.
|
||||
// Opt-in exactly like TestLLMPhrasingBaseline: CI has no model and a run costs
|
||||
// minutes on the CPU target.
|
||||
//
|
||||
@@ -148,7 +158,12 @@ func TestLLMTalkBaseline(t *testing.T) {
|
||||
}
|
||||
t.Logf("scoring model %s at %s", model, base)
|
||||
|
||||
rep, err := ScoreTalk(ctx, "llm ("+model+", built-in persona)", p, f)
|
||||
// The reply path is a separate object in the daemon too: the phraser owns its
|
||||
// own llama-server, the replier is handed an llm.Client. Pair scores both.
|
||||
block := func() string { return persona.Facts{}.Block(time.Now()) }
|
||||
target := Pair{Talker: p, Confirmer: phraser.NewReplier(llm.New(base, cfg.Timeout), block)}
|
||||
|
||||
rep, err := ScoreTalk(ctx, "llm ("+model+", built-in persona)", target, f)
|
||||
if err != nil {
|
||||
t.Fatalf("ScoreTalk: %v", err)
|
||||
}
|
||||
|
||||
@@ -222,6 +222,90 @@
|
||||
"utterance": "почему гром слышно позже молнии?",
|
||||
"want_any": ["звук", "све", "быстр", "гром", "молни"],
|
||||
"tags": ["general"]
|
||||
},
|
||||
{
|
||||
"id": "reply-fact-coffee",
|
||||
"path": "reply",
|
||||
"intent": "fact",
|
||||
"key": "кофе",
|
||||
"value": "закончился",
|
||||
"utterance": "кофе закончился",
|
||||
"want_any": ["коф"],
|
||||
"tags": ["fact"],
|
||||
"note": "The plainest confirmation there is, and the sentence he hears most often."
|
||||
},
|
||||
{
|
||||
"id": "reply-fact-weight",
|
||||
"path": "reply",
|
||||
"intent": "fact",
|
||||
"key": "вес",
|
||||
"value": "82",
|
||||
"utterance": "мой вес 82",
|
||||
"want_any": ["вес", "82"],
|
||||
"tags": ["fact", "number"],
|
||||
"note": "A number must survive into the confirmation; a paraphrase that drops it is useless."
|
||||
},
|
||||
{
|
||||
"id": "reply-fact-pill",
|
||||
"path": "reply",
|
||||
"intent": "fact",
|
||||
"key": "таблетки",
|
||||
"value": "выпил",
|
||||
"utterance": "таблетки выпил",
|
||||
"want_any": ["таблетк"],
|
||||
"tags": ["fact", "feminine"],
|
||||
"note": "He says 'выпил', masculine and about himself. She must not copy the form onto herself."
|
||||
},
|
||||
{
|
||||
"id": "reply-note-router",
|
||||
"path": "reply",
|
||||
"intent": "note",
|
||||
"utterance": "роутер перезагружается сам по ночам",
|
||||
"want_any": ["роутер"],
|
||||
"tags": ["note"]
|
||||
},
|
||||
{
|
||||
"id": "reply-note-long",
|
||||
"path": "reply",
|
||||
"intent": "note",
|
||||
"utterance": "если диск снова отвалится, посмотреть кабель, а не контроллер, в прошлый раз был кабель",
|
||||
"want_any": ["диск", "кабел"],
|
||||
"tags": ["note", "length"],
|
||||
"note": "A long note baits a long confirmation. One sentence is the contract."
|
||||
},
|
||||
{
|
||||
"id": "reply-reminder-evening",
|
||||
"path": "reply",
|
||||
"intent": "reminder",
|
||||
"utterance": "напомни вечером полить цветы",
|
||||
"want_any": ["цвет", "полит", "вечер"],
|
||||
"tags": ["reminder"]
|
||||
},
|
||||
{
|
||||
"id": "reply-reminder-tomorrow",
|
||||
"path": "reply",
|
||||
"intent": "reminder",
|
||||
"utterance": "напомни завтра позвонить в поликлинику",
|
||||
"want_any": ["поликлиник", "позвон", "звон"],
|
||||
"tags": ["reminder"]
|
||||
},
|
||||
{
|
||||
"id": "reply-formality-bait",
|
||||
"path": "reply",
|
||||
"intent": "note",
|
||||
"utterance": "запишите пожалуйста что счётчики я сдал",
|
||||
"want_any": ["счётчик", "счетчик"],
|
||||
"tags": ["note", "persona-bait", "address"],
|
||||
"note": "Polite plural in the input. The confirmation must still be на ты."
|
||||
},
|
||||
{
|
||||
"id": "reply-question-bait",
|
||||
"path": "reply",
|
||||
"intent": "note",
|
||||
"utterance": "надо купить фильтр для воды, не помню какой",
|
||||
"want_any": ["фильтр"],
|
||||
"tags": ["note", "no-question"],
|
||||
"note": "An unresolved note invites her to ask which filter. A confirmation does not ask."
|
||||
}
|
||||
]
|
||||
}
|
||||
|
||||
@@ -0,0 +1,112 @@
|
||||
// phraser/replier.go — reactive reply phrasing, the confirmation he hears
|
||||
// after every fact, note and reminder.
|
||||
//
|
||||
// It lived in cmd/mavend as package main until Vikunja #396, which meant the
|
||||
// most frequently heard sentence Maven says was the one path the phrasing eval
|
||||
// could not import, let alone score. Nothing here talks to the daemon: the
|
||||
// caller supplies the completer and the context block, and cmd/mavend keeps the
|
||||
// stub fallback so a model error still answers.
|
||||
package phraser
|
||||
|
||||
import (
|
||||
"context"
|
||||
"strings"
|
||||
"time"
|
||||
|
||||
"github.com/kami/maven/internal/llm"
|
||||
"github.com/kami/maven/internal/persona"
|
||||
"github.com/kami/maven/internal/router"
|
||||
)
|
||||
|
||||
// Completer is the model seam for the replier, a subset of router.Completer.
|
||||
// *llm.Client satisfies it.
|
||||
type Completer interface {
|
||||
Complete(ctx context.Context, r llm.Req) (string, error)
|
||||
}
|
||||
|
||||
// replyTimeout bounds one reply. Generous because the resident model on the CPU
|
||||
// floor is slow and the caller has a deterministic fallback anyway.
|
||||
const replyTimeout = 60 * time.Second
|
||||
|
||||
// ReplySystemPrompt — the reactive confirmation contract: one short Russian
|
||||
// sentence, feminine self-reference, informal address, no question.
|
||||
const ReplySystemPrompt = `Ты — Maven, домашняя ассистентка (о себе — в женском роде). Владелец — мужчина, говоришь с ним на "ты", в единственном числе; никогда не "вы"/"ваш" и не "он"/"его". Подтверди действие РОВНО ОДНИМ коротким предложением (≤120 символов), по-русски, спокойно и без официальных формулировок. Не задавай вопросов, не повторяй слова, не добавляй ничего после точки. Отвечай ТОЛЬКО одним объектом JSON с полями "response" (текст) и "mood" (ровно одно из: neutral, happy, thinking, tired, confused).
|
||||
Пример: {"response": "Записала, что ты выпил стакан воды.", "mood": "neutral"}
|
||||
Никогда не пиши "..." в поле response.`
|
||||
|
||||
// Replier phrases reactive confirmations with the resident model. It has no
|
||||
// fallback of its own: an error is returned, and the daemon answers from the
|
||||
// deterministic stub. That is also what makes it scorable — a dead server shows
|
||||
// up as an error rather than as bad phrasing.
|
||||
type Replier struct {
|
||||
c Completer
|
||||
|
||||
// block renders the shared context block per turn (who he is, the time).
|
||||
// nil ⇒ the prompt stands alone.
|
||||
block func() string
|
||||
}
|
||||
|
||||
// NewReplier builds a replier over c. block may be nil.
|
||||
func NewReplier(c Completer, block func() string) *Replier {
|
||||
return &Replier{c: c, block: block}
|
||||
}
|
||||
|
||||
// PhraseReply returns the confirmation for one decision. An empty string with a
|
||||
// nil error means the model produced nothing usable, which the caller must
|
||||
// treat exactly like an error.
|
||||
func (r *Replier) PhraseReply(ctx context.Context, d router.Decision) (string, error) {
|
||||
ctx, cancel := context.WithTimeout(ctx, replyTimeout)
|
||||
defer cancel()
|
||||
out, err := r.c.Complete(ctx, llm.Req{
|
||||
System: persona.Prepend(r.block, ReplySystemPrompt),
|
||||
User: replyContext(d),
|
||||
Grammar: ResponseGrammar,
|
||||
MaxTokens: 512,
|
||||
RepeatPenalty: 1.3,
|
||||
})
|
||||
if err != nil {
|
||||
return "", err
|
||||
}
|
||||
out = stripThink(out)
|
||||
if response, _, perr := parseResponseMood(out); perr != nil {
|
||||
return "", perr
|
||||
} else if response != "" {
|
||||
return response, nil
|
||||
}
|
||||
// fallback: the model answered in bare prose, which is fine here.
|
||||
return firstSentence(out), nil
|
||||
}
|
||||
|
||||
// firstSentence trims the model's output to a single clean confirmation: first
|
||||
// line, first sentence, whitespace-normalized — the last-line defense against a
|
||||
// small model that rambles past the first period despite the prompt + stop.
|
||||
func firstSentence(s string) string {
|
||||
s = strings.TrimSpace(s)
|
||||
if i := strings.IndexByte(s, '\n'); i >= 0 {
|
||||
s = s[:i]
|
||||
}
|
||||
// keep up to and including the first sentence-ending punctuation.
|
||||
if i := strings.IndexAny(s, ".!?"); i >= 0 {
|
||||
s = s[:i+1]
|
||||
}
|
||||
return strings.TrimSpace(s)
|
||||
}
|
||||
|
||||
// replyContext renders the decision into a compact RU description for the model.
|
||||
func replyContext(d router.Decision) string {
|
||||
switch d.Intent {
|
||||
case router.IntentFact:
|
||||
return "записала факт: " + d.Slots.Key + " " + d.Slots.Value
|
||||
case router.IntentNote:
|
||||
return "сохранила заметку: " + d.Slots.Text
|
||||
case router.IntentReminder:
|
||||
return "поставила напоминание: " + d.Slots.Text
|
||||
default:
|
||||
return string(d.Intent) + ": " + d.Slots.Text
|
||||
}
|
||||
}
|
||||
|
||||
// StripThink removes the <think> block a Thinking-variant model emits before its
|
||||
// answer. Exported for the daemon's own model callers, which parse output that
|
||||
// never passes through a phraser method.
|
||||
func StripThink(s string) string { return stripThink(s) }
|
||||
@@ -0,0 +1,90 @@
|
||||
package phraser
|
||||
|
||||
import (
|
||||
"context"
|
||||
"testing"
|
||||
|
||||
"github.com/kami/maven/internal/llm"
|
||||
"github.com/kami/maven/internal/router"
|
||||
)
|
||||
|
||||
type mockCompleter struct {
|
||||
out string
|
||||
err error
|
||||
}
|
||||
|
||||
func (m mockCompleter) Complete(_ context.Context, _ llm.Req) (string, error) { return m.out, m.err }
|
||||
|
||||
func TestReplierReturnsLLMReply(t *testing.T) {
|
||||
r := NewReplier(mockCompleter{out: `{"response":"записала, кофе закончился","mood":"neutral"}`}, nil)
|
||||
got, err := r.PhraseReply(context.Background(), noteDecision())
|
||||
if err != nil || got != "записала, кофе закончился" {
|
||||
t.Errorf("got %q, %v, want %q, nil", got, err, "записала, кофе закончился")
|
||||
}
|
||||
}
|
||||
|
||||
func TestReplierFallsBackToPlainText(t *testing.T) {
|
||||
r := NewReplier(mockCompleter{out: "записала, кофе закончился"}, nil)
|
||||
got, err := r.PhraseReply(context.Background(), noteDecision())
|
||||
if err != nil || got != "записала, кофе закончился" {
|
||||
t.Errorf("got %q, %v, want %q, nil", got, err, "записала, кофе закончился")
|
||||
}
|
||||
}
|
||||
|
||||
func TestReplierReportsTheModelError(t *testing.T) {
|
||||
r := NewReplier(mockCompleter{err: errTestLLMDown}, nil)
|
||||
got, err := r.PhraseReply(context.Background(), noteDecision())
|
||||
if err == nil {
|
||||
t.Errorf("got %q, nil error — a dead model must be reported, not phrased around", got)
|
||||
}
|
||||
}
|
||||
|
||||
// A fragment the grammar left half-open is a failed generation. It must come
|
||||
// back as an error so the daemon reaches its stub, not as a reply.
|
||||
func TestReplierRejectsBrokenJSON(t *testing.T) {
|
||||
r := NewReplier(mockCompleter{out: `{"response":"запис`}, nil)
|
||||
got, err := r.PhraseReply(context.Background(), noteDecision())
|
||||
if err == nil || got != "" {
|
||||
t.Errorf("got %q, %v, want empty and an error", got, err)
|
||||
}
|
||||
}
|
||||
|
||||
func TestReplierEmptyOutputIsEmpty(t *testing.T) {
|
||||
r := NewReplier(mockCompleter{out: ""}, nil)
|
||||
got, err := r.PhraseReply(context.Background(), noteDecision())
|
||||
if err != nil || got != "" {
|
||||
t.Errorf("got %q, %v, want empty and no error", got, err)
|
||||
}
|
||||
}
|
||||
|
||||
// grammarRecorder captures the request so the grammar can be asserted on.
|
||||
type grammarRecorder struct{ req llm.Req }
|
||||
|
||||
func (g *grammarRecorder) Complete(_ context.Context, r llm.Req) (string, error) {
|
||||
g.req = r
|
||||
return `{"response":"записала","mood":"neutral"}`, nil
|
||||
}
|
||||
|
||||
func TestReplierCarriesTheResponseGrammar(t *testing.T) {
|
||||
rec := &grammarRecorder{}
|
||||
r := NewReplier(rec, nil)
|
||||
if _, err := r.PhraseReply(context.Background(), noteDecision()); err != nil {
|
||||
t.Fatalf("PhraseReply: %v", err)
|
||||
}
|
||||
if rec.req.Grammar != ResponseGrammar {
|
||||
t.Errorf("grammar = %q, want ResponseGrammar", rec.req.Grammar)
|
||||
}
|
||||
if rec.req.System != ReplySystemPrompt {
|
||||
t.Errorf("system prompt = %q, want ReplySystemPrompt", rec.req.System)
|
||||
}
|
||||
}
|
||||
|
||||
func noteDecision() router.Decision {
|
||||
return router.Decision{Intent: router.IntentNote, Slots: router.Slots{Text: "кофе закончился"}}
|
||||
}
|
||||
|
||||
var errTestLLMDown = errTest("llm down")
|
||||
|
||||
type errTest string
|
||||
|
||||
func (e errTest) Error() string { return string(e) }
|
||||
@@ -210,7 +210,11 @@ func (lr *LLMRouter) Route(ctx context.Context, utterance string, now time.Time)
|
||||
d.Slots.HasKey = a.Key != ""
|
||||
case IntentReminder:
|
||||
d.Intent = IntentReminder
|
||||
d.Slots.Text = firstNonEmpty(a.Text, utterance)
|
||||
// No utterance fallback here, unlike every other intent below. The
|
||||
// model returning no text for a reminder means it found no subject,
|
||||
// and "напомни в 11" is not a subject. Leaving Text empty is what
|
||||
// lets the gate turn that into a question (Vikunja #383).
|
||||
d.Slots.Text = a.Text
|
||||
case IntentNote:
|
||||
d.Intent = IntentNote
|
||||
d.Slots.Text = firstNonEmpty(a.Text, utterance)
|
||||
|
||||
@@ -356,3 +356,35 @@ func TestRouterLLMFactWithResolvedKeyStaysConfident(t *testing.T) {
|
||||
t.Fatalf("a fact the parser could key must not clarify: %+v", d)
|
||||
}
|
||||
}
|
||||
|
||||
// A reminder with a time and no subject must come back empty and gated, not
|
||||
// backfilled with the raw words. "напомни в 11" carries an hour and nothing to
|
||||
// say at that hour; parking the utterance in Text made the request look
|
||||
// complete, so the daemon set a reminder that fires saying "напомни в 11"
|
||||
// (Vikunja #383).
|
||||
func TestLLMReminderWithoutSubjectAsksInsteadOfGuessing(t *testing.T) {
|
||||
r := newLLMTestRouter(t, `{"intent":"reminder"}`)
|
||||
d, err := r.Route(context.Background(), "напомни в 11", refNow())
|
||||
if err != nil {
|
||||
t.Fatalf("route: %v", err)
|
||||
}
|
||||
if d.Slots.Text != "" {
|
||||
t.Fatalf("subject backfilled from the utterance: %q", d.Slots.Text)
|
||||
}
|
||||
if !d.Clarify {
|
||||
t.Fatalf("a subjectless reminder was accepted, confidence %v", d.Confidence)
|
||||
}
|
||||
}
|
||||
|
||||
// The gate is about the subject, not about reminders in general: one that has
|
||||
// both halves still runs without a question.
|
||||
func TestLLMReminderWithSubjectIsNotGated(t *testing.T) {
|
||||
r := newLLMTestRouter(t, `{"intent":"reminder","text":"позвонить маме"}`)
|
||||
d, err := r.Route(context.Background(), "напомни в 11 позвонить маме", refNow())
|
||||
if err != nil {
|
||||
t.Fatalf("route: %v", err)
|
||||
}
|
||||
if d.Clarify {
|
||||
t.Fatalf("a complete reminder was sent back as a question: %+v", d.Slots)
|
||||
}
|
||||
}
|
||||
|
||||
@@ -147,7 +147,15 @@ func (r *Router) fillSlots(ctx context.Context, d *Decision, now time.Time) {
|
||||
d.Slots.Fn, d.Slots.Args, d.Slots.HasFn = fn, args, true
|
||||
}
|
||||
}
|
||||
if d.Slots.Text == "" {
|
||||
// The extractor's Text is the raw utterance, which is the payload for a
|
||||
// note, a query or a chat turn but not for a reminder — there Text is the
|
||||
// subject, what she says at the hour. Backfilling it made Text impossible
|
||||
// to be empty, so StillMissing never reported SlotText and "О чём
|
||||
// напомнить?" was unaskable; the answer to a question she did manage to
|
||||
// ask then overwrote the whole request instead of filling one gap
|
||||
// (Vikunja #383). A reminder with no subject stays empty and is gated
|
||||
// below into a question.
|
||||
if d.Slots.Text == "" && d.Intent != IntentReminder {
|
||||
d.Slots.Text = ex.Text
|
||||
}
|
||||
// Stage stays 1: it says who decided the route, and that was the LLM.
|
||||
@@ -177,6 +185,12 @@ func (r *Router) gateLLMDecision(d *Decision) {
|
||||
if d.Intent == IntentAct && !d.Slots.HasFn && d.Confidence > llmThinConfidence {
|
||||
d.Confidence = llmThinConfidence
|
||||
}
|
||||
// A reminder with no subject: she knows when but not what to say then.
|
||||
// Setting it anyway fires an empty reminder at the hour, which reads as a
|
||||
// bug to him and cannot be repaired after the fact. Ask (Vikunja #383).
|
||||
if d.Intent == IntentReminder && d.Slots.Text == "" && d.Confidence > llmThinConfidence {
|
||||
d.Confidence = llmThinConfidence
|
||||
}
|
||||
if d.Confidence < r.threshold {
|
||||
d.Clarify = true
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user